{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "86e6ec5b",
   "metadata": {},
   "source": [
    "1. check data \n",
    "2. check fiducial features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "ce240ede",
   "metadata": {},
   "outputs": [],
   "source": [
    "# wavelet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "5e8752b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# segmentation 👌done\n",
    "# ui tkinter test saved in a separated file ,not preprcessed before\n",
    "# fiducial features 👌done "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "eae2d668",
   "metadata": {},
   "outputs": [],
   "source": [
    "# reveiw project and test again  👌done\n",
    "# save some array in text files to read later for testing ok 👌done\n",
    "# then tkinter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "c1466155",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scipy.io\n",
    "import scipy\n",
    "from statsmodels.graphics import tsaplots\n",
    "import statsmodels.api as sm\n",
    "from scipy.signal import butter,filtfilt,savgol_filter\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "# from scipy import signal\n",
    "from scipy.signal import butter,filtfilt\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import glob\n",
    "import wfdb as wf\n",
    "from fiducial_features_11_points  import get_fiducial_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "65b9823f",
   "metadata": {},
   "outputs": [],
   "source": [
    "s2=r'F:\\mohamed\\4th_year_new\\Semester 2\\HCI\\Project\\ptb diagnostic healthy subs\\chosen\\p_156\\s0299lre'\n",
    "s3=r'F:\\mohamed\\4th_year_new\\Semester 2\\HCI\\Project\\ptb diagnostic healthy subs\\chosen\\p_165\\s0322lre'\n",
    "s5=r'F:\\mohamed\\4th_year_new\\Semester 2\\HCI\\Project\\ptb diagnostic healthy subs\\p_174\\s0300lre'\n",
    "s7=r'F:\\mohamed\\4th_year_new\\Semester 2\\HCI\\Project\\ptb diagnostic healthy subs\\p_184\\s0363lre'\n",
    "s8=r'F:\\mohamed\\4th_year_new\\Semester 2\\HCI\\Project\\ptb diagnostic healthy subs\\p_185\\s0336lre'\n",
    "s9=r'F:\\mohamed\\4th_year_new\\Semester 2\\HCI\\Project\\ptb diagnostic healthy subs\\p_198\\s0402lre'\n",
    "s10=r'F:\\mohamed\\4th_year_new\\Semester 2\\HCI\\Project\\ptb diagnostic healthy subs\\sub_150\\s0287lre'\n",
    "s13=r'F:\\mohamed\\4th_year_new\\Semester 2\\HCI\\Project\\ptb diagnostic healthy subs\\sub260\\s0496_re'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "6bbb5baa",
   "metadata": {},
   "outputs": [],
   "source": [
    "def ecg_isoline_drift_correction(ecg_signal, sampling_rate):\n",
    "\n",
    "    # Apply a high-pass filter to remove baseline wander and DC drift\n",
    "    b, a = butter(2, 0.5 / (sampling_rate / 2), 'highpass')\n",
    "    ecg_filtered = filtfilt(b, a, ecg_signal)\n",
    "\n",
    "    # Estimate the isoelectric line (baseline) using a moving average filter\n",
    "    window_size = int(sampling_rate * 0.2)  # 200 ms window size\n",
    "    baseline = savgol_filter(ecg_filtered, window_size, 1)\n",
    "\n",
    "    # Subtract the estimated baseline from the filtered ECG signal\n",
    "    ecg_corrected = ecg_filtered - baseline\n",
    "\n",
    "    return ecg_corrected"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "f71649da",
   "metadata": {},
   "outputs": [],
   "source": [
    "def butter_bandbass_filter(Input_signal,low_cutoff,high_cutoff,sampling_rate,order=4):\n",
    "    nyq=0.5*sampling_rate #nyquist sampling\n",
    "    low=low_cutoff/nyq\n",
    "    high=high_cutoff/nyq\n",
    "    \n",
    "    numerator,denominator=butter(order,[low,high],btype='band',output='ba',analog=False,fs=None)\n",
    "    filtered=filtfilt(numerator,denominator,Input_signal)\n",
    "    \n",
    "    return filtered"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34b17ac2",
   "metadata": {},
   "source": [
    "# primary for the whole signal "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66aac8f4",
   "metadata": {},
   "source": [
    "# start project code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "3106ec36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['F:\\\\mohamed\\\\4th_year_new\\\\Semester 2\\\\HCI\\\\Project\\\\ptb diagnostic healthy subs\\\\chosen\\\\p_156\\\\s0299lre',\n",
       " 'F:\\\\mohamed\\\\4th_year_new\\\\Semester 2\\\\HCI\\\\Project\\\\ptb diagnostic healthy subs\\\\p_174\\\\s0300lre',\n",
       " 'F:\\\\mohamed\\\\4th_year_new\\\\Semester 2\\\\HCI\\\\Project\\\\ptb diagnostic healthy subs\\\\sub260\\\\s0496_re',\n",
       " 'F:\\\\mohamed\\\\4th_year_new\\\\Semester 2\\\\HCI\\\\Project\\\\ptb diagnostic healthy subs\\\\p_198\\\\s0402lre']"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "files=[s2,s5,s13,s9,]#s8\n",
    "# [s2,s3,s5,s7,s9,s10,s8,s13]#are the best after long analysis\n",
    "files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "c68904bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "data={}\n",
    "for idx,sub in enumerate(files):\n",
    "    signal_array, fields=wf.rdsamp(sub)\n",
    "    sig = signal_array[:,1]\n",
    "    sname=f\"sub_{idx+1}\"\n",
    "    data[sname]=sig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "c8087af8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'sub_1': array([ 0.2265,  0.218 ,  0.215 , ..., -0.4795, -0.4835, -0.485 ]),\n",
       " 'sub_2': array([ 0.0235,  0.0245,  0.027 , ..., -0.2265, -0.228 , -0.233 ]),\n",
       " 'sub_3': array([-0.3835, -0.386 , -0.3865, ...,  0.346 ,  0.3475,  0.343 ]),\n",
       " 'sub_4': array([-2.408 , -2.408 , -2.4085, ...,  1.904 ,  1.9085,  1.9155])}"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "ba5d5d1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "115200"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data['sub_1'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f32e3fd1",
   "metadata": {},
   "source": [
    "# split data to get newtest unseen data\n",
    "train =[:80000]\n",
    "\n",
    "test =[80000:85000]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "046cf13d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# save testing\n",
    "new_test={}\n",
    "for key ,sig in data.items():\n",
    "    new_test[key]=sig[80000:85000]\n",
    "    np.savetxt(f'{key}_test_segment.txt',sig[80000:85000])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98c43493",
   "metadata": {},
   "source": [
    "# Preprocessing\n",
    "1. isoline_drift_correction\n",
    "2. band pass filter \n",
    "3. Extract Fiducial features 11 points with segmentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "af8a95b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocessing_11points(sig):\n",
    "    \n",
    "    ecg_corrected = ecg_isoline_drift_correction(sig, sampling_rate=1000)\n",
    "    filtered_signal=butter_bandbass_filter(ecg_corrected,low_cutoff=2,high_cutoff=40,sampling_rate=1000,order=4)\n",
    "    segments = get_fiducial_features(filtered_signal)\n",
    "    return segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "d8279cb6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sub_1 [ 0.2265  0.218   0.215  ... -0.4795 -0.4835 -0.485 ]\n",
      "sub_2 [ 0.0235  0.0245  0.027  ... -0.2265 -0.228  -0.233 ]\n",
      "sub_3 [-0.3835 -0.386  -0.3865 ...  0.346   0.3475  0.343 ]\n",
      "sub_4 [-2.408  -2.408  -2.4085 ...  1.904   1.9085  1.9155]\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjcAAAGdCAYAAADuR1K7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAADjeElEQVR4nOzdeVzU1f748dfMMDPMMDCAIGCCgKxZikuRpqVeVDSXNjSycim7Zl5/JmbXFpeut25mWN3bYmpaqZC5XM1cSsvK1NQENUVRQxADEYFhnYWZ+f3BZb4i2wCDG+f5eHweD/h8zjlzPuPIvD9nlVitViuCIAiCIAi3COn1roAgCIIgCIIjieBGEARBEIRbighuBEEQBEG4pYjgRhAEQRCEW4oIbgRBEARBuKWI4EYQBEEQhFuKCG4EQRAEQbiliOBGEARBEIRbitP1rsD1YLFY+PPPP3F1dUUikVzv6giCIAiCYAer1UpJSQkdOnRAKq2/faZNBjd//vkn/v7+17sagiAIgiA0w/nz5+nYsWO919tkcOPq6gpUvTlubm7XuTaCIAiCINijuLgYf39/2/d4fdpkcFPdFeXm5iaCG0EQBEG4yTQ2pEQMKBYEQRAE4ZYightBEARBEG4pIrgRBEEQBOGW0ibH3AiCIAgtZ7VaqaysxGw2X++qCLcImUyGk5NTi5dpEcGNIAiC0GRGo5GcnBzKy8uvd1WEW4xarcbPzw+FQtHsMkRwIwiCIDSJxWIhIyMDmUxGhw4dUCgUYkFUocWsVitGo5FLly6RkZFBaGhogwv1NUQEN4IgCEKTGI1GLBYL/v7+qNXqFpdntVpFcCQAoFKpkMvlZGZmYjQacXZ2blY5IrgRBEEQmqW5T9V5xXqO/1lMZkEZ5wsqMFZaUDhJ8fdU0cnThS4d3Gjv1rwvNeHm19zP1ZVEcCMIgiBcE0XlRrb/nsvhrEJ0FSbkMilqhQyZVIJBb+bQOT37zl5Gq5LTI8CD2Dt8cVc3f9yF0HaJ4EYQBEFodSdzi1l3KJusgnJ83JwJ93GusyvKarVSWG7i+5N5nMkr5dFeHYnwFSvJC00j1rkRBEEQWtXJ3GI+35tJbrGeMB9XPF3qH4AskUjwdFEQ5uNKbrGez/dmcjK3+BrXWLjZieBGEARBaDWFZUbWHcqmWG8i2MsFmdS+gcMyqYRgLxeK9SbWHcqmqNzokPqMHz8eiURS64iNjbWlSUlJIS4uDh8fH5ydnQkNDWXSpEmkp6fXKGv9+vUMHDgQDw8PVCoV4eHhTJw4kZSUFLvqsnLlStvrS6VSOnbsyIQJE8jLy7P7frZs2cL999+Pq6srarWau+66i5UrV9qd31ECAwN59913r/nr1kcEN4IgAKDX66moqLje1RBuMTuO55JVUE5gO5cmz4iSSCQEtnMhq6Cc7b/nOqxOsbGx5OTk1DiSkpKAqmDhnnvuwWAwsHr1atLS0li1ahVarZbXXnvNVsZLL73EmDFjiIqKYvPmzZw6dYo1a9YQHBzM7Nmz7a6Lm5sbOTk5ZGdns3TpUrZt28aTTz5pV95///vfjBo1invvvZdff/2Vo0eP8thjjzF58mRmzpzZtDflFiOCG0EQMBgMFBQUUFhYKFabFRzmYrGew1mF+Lg5291iczWZVIKPmzOHswrJK9Y7pF5KpRJfX98ah4eHB+Xl5UyYMIFhw4axefNmYmJiCAoKIjo6mkWLFrFkyRIA9u/fz8KFC0lMTCQxMZF+/foREBBAz549efXVV9m2bZvddZFIJPj6+tKhQweGDh3KtGnT2LlzZ6MPGufPnychIYHp06fzxhtvcPvttxMSEkJCQgJvv/0277zzDr/++isAu3fvRiKRsGvXLnr16oVaraZPnz6cOnXKVt6RI0cYMGAArq6uuLm50bNnTw4dOmS7vmfPHvr164dKpcLf359p06ZRVlYGQP/+/cnMzOSFF16wtUQBZGZmMmLECDw8PHBxcaFLly5s3brV7vemJURwIwgCBoPB9rPJZLqONRFuJSf+LEZXYcJDLW9ROR5qOboKE8f/bN2xNzt27CA/P59Zs2bVed3d3R2ApKQkNBoNU6ZMqTNdS9bsUalUWCwWKisrG0y3bt06TCZTnS00f/3rX9FoNLbWqGqvvPIK77zzDocOHcLJyYmJEyfaro0dO5aOHTty8OBBfvvtN/7+978jl1f9u509e5bY2FgeeeQRjh49ypdffsmePXuYOnUqABs2bKBjx468/vrrtpYwgOeffx6DwcBPP/3EsWPHeOutt9BoNM1+b5pCzJYSBKFGa01jf1QFwV6ZBWXIZdIWL9AnkUhwkkrJKnDMVg9btmyp9SX78ssv4+RU9ZUYERHRYP709HSCg4Nt6QESExOZM2eO7fcLFy6g1WqbVK/Tp0/z8ccf06tXL1xdXRutg1arxc/Pr9Y1hUJBcHBwrTFC//znP7n//vsB+Pvf/84DDzyAXq/H2dmZrKwsXnzxRdu9h4aG2vK9+eabjB07lunTp9uuvf/++9x///189NFHeHp6IpPJcHV1xdfX15YvKyuLRx55hDvvvBOA4ODgJr0fLSFabgRBwGw2k5+fT15enmi5ERzmfEEFaoXMIWW5KGUOC24GDBhAampqjWPy5MlYrdZmlzlx4kRSU1NZsmQJZWVldpel0+nQaDSo1WrCw8Px8fFh9erVza5HQ7p27Wr7uTooqh68PGPGDJ555hliYmL417/+xdmzZ21pjxw5wsqVK9FoNLZjyJAhtm046jNt2jQWLFjAvffey9y5czl69Gir3FddRHAjCAJ6vZ6MjAzOnj1LUVHR9a6OcAuwWq0YKy3NHmtzNZlUgrHS0qIApJqLiwshISE1Dk9PT8LCwgA4efJkg/lDQ0P5448/ajwIuLu7ExISwm233dakuri6upKamsrvv/9OWVkZP/30k60eDQkLC0On0/Hnn3/WumY0Gjl79mytcqq7meD/us4sFgsA8+bN4/jx4zzwwAN8//333H777WzcuBGA0tJS/vrXv9YIBo8cOcLp06fp3LlzvXV85pln+OOPP3jyySc5duwYvXr14t///nfjb4oDiOBGENo4q9XKpUuXyMzM5MKFC7b+ckFoCYlEgsJJitnS8mAEwGyxonBqeRdXQwYPHoyXlxcLFy6s83p14B8fH09paSkffvhhi19TKpUSEhJCcHAwKpXK7nyPPPIIcrmcd955p9a1jz/+mLKyMuLj45tUl7CwMF544QW+/fZbHn74YVasWAFAjx49OHHiRK2AMCQkxLZzt0KhqHMygr+/P5MnT2bDhg0kJCSwdOnSJtWpucSYG0Fo46xWK7m5uRiNRqxWK9nZ2de7SsItwt9TxaFzjpnhVGYw06VD08aw1MdgMJCbW3NquZOTE15eXixbtoy4uDhGjhzJtGnTCAkJIT8/n7Vr15KVlUVycjK9e/cmISGBhIQEMjMzefjhh/H39ycnJ4fly5fb1q1pTQEBASxcuJCEhAScnZ158sknkcvlbNq0iZdffpmEhASio6PtKquiooIXX3yRRx99lKCgILKzszl48CCPPPIIUDXt/Z577mHq1Kk888wzuLi4cOLECb777jv+85//AFXr3Pz000889thjKJVKvLy8mD59OkOHDiUsLIzCwkJ++OEHIiMjW+09uZIIbgShjbNYLFy+fJmKigpbK44gOEInTxf2nb3c4l2/rVYrlRYLAZ4t34EcYPv27bUG4oaHh3Py5ElGjRrF3r17efPNN3n88ccpLi7G39+fgQMHsmDBAlv6RYsWcffdd/PRRx/x6aefUl5ejo+PD/fddx/79u3Dza31t4yYPn06wcHBLFq0iPfeew+z2UyXLl346KOPmDBhgt3lyGQyLl++zFNPPcXFixfx8vLi4YcfZv78+UDVWJ0ff/yRV155hX79+mG1WuncuTNjxoyxlfH666/z17/+lc6dO2MwGLBarZjNZp5//nmys7Nxc3MjNjaWxYsXO/x9qIvE6ogOzHr89NNPvP322/z222/k5OSwceNGHnzwwXrTb9iwgY8++ojU1FQMBgNdunRh3rx5DBkyxJZm3rx5tje8WvWH0l7FxcVotVp0Ot01+QAKwo3MaDTyySefcPnyZQCcnZ158cUXW/3JU7h5VY/RCgoKwtm5/t2784r1LPr2FEonGZ4uzd8As6DMiKHSzMzB4WK38Dagoc+Xvd/frfrXq6ysjG7duvHBBx/Ylf6nn35i0KBBbN26ld9++40BAwYwYsSIWktZd+nSpcbKknv27GmN6gtCm2C1WiktLbX9rtfrxUJ+gkO0d3OmR4AHF4v1zR57Y7ZYuVisp0eAhwhsBLu1arfU0KFDGTp0qN3pr96X4o033mDTpk18/fXXdO/e3Xbeycmpxlx6QRCaz2w2YzTW3LfHYDDUmFkhCM0Ve4cvZ/JKOXe5jGCvpm3BYLVaOXe5jABPNbF33Hx/87t06UJmZmad15YsWcLYsWPrzfvGG2/wxhtv1HmtX79+TVoFuS26ocfcWCwWSkpK8PT0rHH+9OnTdOjQAWdnZ3r37s2bb75JQEDAdaqlINzcTCZTrem1BQUF12wlUeHW5q5W8Givjny+N5M/8ssIbGff5plmS1Vg4+Ys59FeHXFXN79b63rZunVrvetG+fj4NJh38uTJjB49us5rTZlV1Vbd0MHNokWLKC0trfEPHB0dzcqVKwkPDycnJ4f58+fTr18/fv/993pXdDQYDDWWly8ubt0lvAXhZlLXH9/CwkLxwCA4TISvG0/16cS6Q9mkXyzBx80ZD7W8zlYcq9VKYbmJi8V6AjzVPNqrIxG+N+fYyE6dOjU7r6enZ60He8F+N2xws2bNGubPn8+mTZto37697fyV3Vxdu3YlOjqaTp06sXbtWp5++uk6y3rzzTdrDUIWBKFKSUlJrXPVg4sFwVEifN2YOjCE7b/ncjirkFMX9ThJpbgoZcikEswWK2UGM5UWC1qVnIER7Ym9w/embLERrr8bMrhJTk7mmWee4auvviImJqbBtO7u7oSFhXHmzJl608yePZsZM2bYfq+e2icIQt3BTWFh4XWoiXCrc1creOzuAAZGtOf4n8VkFpRxvqACo8mM2tmJLh20BHiq6dLBTQweFlrkhgtukpKSmDhxIsnJyTzwwAONpi8tLeXs2bM8+eST9aZRKpUolUpHVlMQbhl1bbeg0+mufUWENqO9pIj20qMgywCnTKwSAxKZEmSdQBoEkq7AzTeAWLhxtGpwU1paWqNFJSMjg9TUVDw9PQkICGD27NlcuHCBzz//HKjqiho3bhzvvfce0dHRthUkVSqVbXfVmTNnMmLECDp16sSff/7J3LlzkclkTV5mWhCEKnW10ohxaUKrKC+AtK8h+yBUFIFMDgoXJBIZVBogaz9k/Awqd+h4F0SOALUYdyI0XasGN4cOHWLAgAG236u7hsaNG8fKlSvJyckhKyvLdv2TTz6hsrKS559/nueff952vjo9QHZ2NvHx8Vy+fBlvb2/69u3L/v378fb2bs1bEYRbVl3dUhUVFdehJsIt7eJxSF0NhedA4wftb4e6poVbrVB+GU7vgPxTEDUWfLpc8+oKN7dWDW769+/f4A6u1QFLtd27dzdaZnJycgtrJQjClerqlrp63RtBaJGLx+HAUtDrwPt2kMrqTyuRgIsXqDyg4GxVvrsniQDnOjh37hxBQUGkpKQQFRV1vavTJGJ9dUFo48rLy693FYRbWXlBVYuNXgftQhsObK4klVWl1+uq8pcXOKQ648ePRyKR1DpiY2NtaVJSUoiLi8PHxwdnZ2dCQ0OZNGkS6enpNcpav349AwcOxMPDA5VKRXh4OBMnTqy1qn59Vq5caXt9qVRKx44dmTBhAnl5eXblv7L+Wq2We++9l++//97+N+MWJoIbQWjjRBeU0KrSvobCTPDsXHc3VEMkkqp8heeqynGQ2NjYGlv45OTkkJSUBMCWLVu45557MBgMrF69mrS0NFatWoVWq+W1116zlfHSSy8xZswYoqKi2Lx5M6dOnWLNmjUEBwcze/Zsu+vi5uZGTk4O2dnZLF26lG3btjU4QeZqK1asICcnh19++QUvLy+GDx/OH3/8Yf+bcYsSwY0gCILQOopzqgYPa3ztb7G5mlRWNUYn+yCU5DqkWkqlEl9f3xqHh4cH5eXlTJgwgWHDhrF582ZiYmIICgoiOjqaRYsWsWTJEgD279/PwoULSUxMJDExkX79+hEQEEDPnj159dVXm7Q1gkQiwdfXlw4dOjB06FCmTZvGzp077X7ocHd3x9fXlzvuuIOPPvqIiooKvvvuOwB+//13hg4dikajwcfHhyeffJL8/Hxb3u3bt9O3b1/c3d1p164dw4cP5+zZs/W+ltlsZuLEiURERJCVlYXVamXevHkEBASgVCrp0KED06ZNs/veW5MIbgRBEITWkXusalaUul3LylG3qyon56gjalWvHTt2kJ+fz6xZs+q87u7uDlQtWaLRaJgyZUqd6Zqyf9bVVCoVFouFysrKZuWFqjFzRUVFDBw4kO7du3Po0CG2b9/OxYsXa6z4X1ZWxowZMzh06BC7du1CKpXy0EMPYbFYapVtMBiIi4sjNTWVn3/+mYCAANavX8/ixYtZsmQJp0+f5r///S933nlns+/dkW64dW4EQRCEW0RhRtV07xZ82QNV+WVOVeU5wJYtW2rtnfbyyy/j5FT1lRgREdFg/vT0dIKDg23pARITE5kzZ47t9wsXLtiWMLHX6dOn+fjjj+nVq1e92wnVp7y8nFdffRWZTMb999/Pf/7zH7p3715j881PP/0Uf39/0tPTCQsL45FHHqlRxqeffoq3tzcnTpzgjjvusJ0vLS3lgQcewGAw8MMPP9juKysrC19fX2JiYpDL5QQEBHD33Xc3qd6tRbTcCEIb1tBsRkFoscJMULg4piy5pqo8BxgwYACpqak1jsmTJ7fo/8PEiRNJTU1lyZIllJWV2V2WTqdDo9GgVqsJDw/Hx8eH1atX2/268fHxaDQaXF1dWb9+PcuXL6dr164cOXKEH374AY1GYzuqg7bqrqfTp08THx9PcHAwbm5uBAYGAtRYoqX6NcrKyvj2229rBGxxcXFUVFQQHBzMpEmT2LhxY7NanFqDaLkRhDZMBDdCq7FawWwESTPH2lxNKqsqz2ptcUuQi4sLISEhtc6HhYUBcPLkSXr37l1v/tDQUPbs2YPJZEIulwNVXVbu7u5kZ2c3qS6urq4cPnwYqVSKn59fk3f8Xrx4MTExMWi12hrrvZWWljJixAjeeuutWnn8/PwAbAviLl26lA4dOmCxWLjjjjtqLQUxbNgwVq1axb59+xg4cKDtvL+/P6dOnWLnzp189913TJkyhbfffpsff/zR9r5cL6LlRhDasIaCGxH4CC0ikYBMAVazY8qzmKvKa2kXVwMGDx6Ml5cXCxcurPN69ZpQ8fHxlJaW8uGHH7b4NaVSKSEhIQQHBzc5sAHw9fUlJCSk1kK2PXr04Pjx4wQGBhISElLjcHFx4fLly5w6dYpXX32Vv/zlL0RGRta7p9xzzz3Hv/71L0aOHMmPP/5Y45pKpWLEiBG8//777N69m3379nHs2LEm34ejiZYbQWjDGgpgKisrr/vTl3CT8+hUtaWCI5hKwc8xg1UNBoNte59qTk5OeHl5sWzZMuLi4hg5ciTTpk0jJCSE/Px81q5dS1ZWFsnJyfTu3ZuEhAQSEhLIzMzk4Ycfxt/fn5ycHJYvX25bt+Z6ev7551m6dCnx8fHMmjULT09Pzpw5Q3JyMsuWLcPDw4N27drxySef4OfnR1ZWFn//+9/rLe9vf/sbZrOZ4cOHs23bNvr27cvKlSsxm81ER0ejVqtZtWoVKpWKTp06XcM7rZtouRGENqyuWRHV9Hr9NayJcEvyCAKzqaorqSWsVjBXVpXnANu3b8fPz6/G0bdvXwBGjRrF3r17kcvlPP7440RERBAfH49Op2PBggW2MhYtWsSaNWtISUlh+PDhhIaGEhcXh8ViYd++fbi5uTmkrs3VoUMHfvnlF8xmM4MHD+bOO+9k+vTpuLu7I5VKkUqlJCcn89tvv3HHHXfwwgsv8PbbbzdY5vTp05k/fz7Dhg1j7969uLu7s3TpUu699166du3Kzp07+frrr2nXroWz4xxAYm2Dbc/FxcVotVp0Ot11/wAKwvWk1+vr7JOHqqbo9u3bX+MaCTcDvV5PRkYGQUFBODs715+wJBe+XwAyZdWWCs1Vlg9mAwx8FVzFbuG3uoY+X/Z+f4uWG0FowxpqualrzylBaBJX36rdvUtzqsbMNIfFXJW/410isBHsJoIbQWjDGtogU+w5JThE5AjwCKzaBLOpHQVWa1U+j8Cqcm4yXbp0qTEV+8qjseneb7zxRr15hw4deo3u4OYlBhQLQhtmMpnqvVbfzAlBaBK1J0SNrdrd+/Lpqr2i7NmKwWKuCmyctVX51Z6tX1cH27p1a73/x3x8fBrMO3ny5BqrCV+pObOq2hoR3AhCG9bQ/jWi5UZwGJ8ucPekqt29L52o2itK3a7uad1WK5RfruqK8gisCmx8ulzzKjtCS2YNeXp64ul58wV0NwoR3AhCG1ZaWlrvtbKysmtYE+GW59MF+s2s2t07+yDknajaUkGuqWrJsZirpnubK0HlDqFDqrqibsIWG+H6E8GNILRhJSUl9V4TwY3gcGpP6DkOwoZUbYJZmAGFmVgrDUgULlXr2HgEgV9XMXhYaBER3AhCG9bQjCjRLSW0lksyGWlqZ86bNVyQumMym5DL5Nym0eCvdiZSJsO78WIEoV4iuBGENqyhbikR3AiOpjPo2Jm5kyOXjlBsLEYulaNyUiGTyDCYDaTmpXIw9yBuCje6eXcjplMMWmXTdtYWBBDBjSC0aQ11PRkMhmtYE+FWl16YzqYzm8guyaa9uj2h7qFI6hhQbLVaKTIU8VP2T/yh+4NRIaMI8wi7DjUWbmZinRtBaMOubp1xcvq/5x2z2UEbHgptXnphOsknk8krzyPEPQQPZ486AxsAiUSCh7MHIe4h5JXnkXwymfTC9Gtc41vPL7/8wp133olcLufBBx+s99ytQgQ3gtCGXd0tdWVwIwiOUKQvYtOZTZQYSwh0C0Rmzxo3gEwqI9AtkBJjCZvObEJn0DmkPuPHj0cikdQ6YmNjbWlSUlKIi4vDx8cHZ2dnQkNDmTRpEunpNYOs9evXM3DgQDw8PFCpVISHhzNx4kRSUlLsqsvKlSttry+VSunYsSMTJkwgLy/P7vvZsmUL999/P66urqjVau666y5WrlxZK92MGTOIiooiIyPDdr2ucy0xfvz4GyZIEsGNILRhV3Y9yWQylErldayNcCvalbWL7JJsAlwD6m2tqY9EIiHANYDskmx2Zu50WJ1iY2PJycmpcSQlJQFVwcI999yDwWBg9erVpKWlsWrVKrRaLa+99pqtjJdeeokxY8YQFRXF5s2bOXXqFGvWrCE4OJjZs2fbXRc3NzdycnLIzs5m6dKlbNu2jSeffNKuvP/+978ZNWoU9957L7/++itHjx7lscceY/LkycycObNG2rNnzzJw4EA6duyIu7t7veduFSK4EYQ2rLKy0vazUqkUK58KDpVXnseRS0dor25vd4vN1WRSGe3V7Tly6QiXyi85pF5KpRJfX98ah4eHB+Xl5UyYMIFhw4axefNmYmJiCAoKIjo6mkWLFrFkyRIA9u/fz8KFC0lMTCQxMZF+/foREBBAz549efXVV9m2bZvddZFIJPj6+tKhQweGDh3KtGnT2LlzZ4MLbAKcP3+ehIQEpk+fzhtvvMHtt99OSEgICQkJvP3227zzzjv8+uuvnDt3DolEwuXLl5k4cSISicTWYnT1ucLCQsaOHYu3tzcqlYrQ0FBWrFhR4zVHjx6Nu7s7np6ejBo1inPnzgEwb948PvvsMzZt2mRrjdq9ezdGo5GpU6fi5+eHs7MznTp14s0332z6P1oTieBGEAQA1Go1rq6u17sawi3kZMFJio3FuCvdW1SOu9KdYmMxaQVpjqlYPXbs2EF+fj6zZs2qux7/a91ISkpCo9EwZcqUOtM1tYXqSiqVCovFUuPBoy7r1q3DZDLVaqEB+Otf/4pGoyEpKQl/f39ycnJwc3Pj3XffJScnh7i4uFrnxowZw2uvvcaJEyfYtm0baWlpfPTRR3h5Ve3mbjKZGDJkCK6urvz888/88ssvaDQaYmNjMRqNzJw5k9GjR9doFevTpw/vv/8+mzdvZu3atZw6dYrVq1cTGBjY7PfHXqKDXRAEAFxcXFCr1de7GsIt5HzJeeRSeYu+7KEqWHCSOpFdku2Qem3ZsgWNRlPj3Msvv2wbcxYREdFg/vT0dIKDg2uMUUtMTGTOnDm23y9cuIBW27Rp7KdPn+bjjz+mV69ejT5opKeno9Vq8fPzq3VNoVAQHBxMeno6MpkMX19fJBIJWq0WX9+qxRFdXFxqncvKyqJ79+706tULoEYQ8uWXX2KxWFi2bJnt33PFihW4u7uze/duBg8ejEqlwmAw2MqrLjM0NJS+ffsikUhatCVFU4iWG0EQgKo/dlf/wReElrhQegGVk2O6OtVOarJLHRPcDBgwgNTU1BrH5MmTsTZ11/IrTJw4kdTUVJYsWUJZWZndZel0OjQaDWq1mvDwcHx8fBrdMby1PPfccyQnJxMVFcWsWbPYu3ev7dqRI0c4c+YMrq6utt3JPT090ev1nD17tt4yx48fT2pqKuHh4UybNo1vv/32WtyKaLkRBKGKq6ur6JYSHMZqtWIym5BJmjfW5moyiQyT2YTVam1xS5CLiwshISG1zoeFVa2nc/LkSXr37l1v/tDQUPbs2YPJZEIulwNVXVbu7u5kZzctAHN1deXw4cNIpVL8/PzsHvcWFhaGTqfjzz//pEOHDjWuGY1Gzp49y4ABA5pUl6FDh5KZmcnWrVv57rvv+Mtf/sLzzz/PokWLKC0tpWfPnnUGXt7e9a8n3aNHDzIyMti2bRs7d+5k9OjRxMTEsG7duibVralEy40gCAC2p0dBcASJRIJcJsdsdcx6SWarGbms5V1cDRk8eDBeXl4sXLiwzuvV25XEx8dTWlrKhx9+2OLXlEqlhISEEBwc3KQB/Y888ghyuZx33nmn1rWPP/6YsrIy4uPjm1wfb29vxo0bx6pVq3j33Xf55JNPgKog5fTp07Rv356QkJAaR3X3m0KhqHN9LDc3N8aMGcPSpUv58ssvWb9+PQUFBU2uW1OIlhtBEICqJ0gXF5frXQ3hFnKb5jZS81IdUlZ5ZTkRng2PhbGXwWAgNze3xjknJye8vLxYtmwZcXFxjBw5kmnTphESEkJ+fj5r164lKyuL5ORkevfuTUJCAgkJCWRmZvLwww/bBu4uX77ctm5NawoICGDhwoUkJCTg7OzMk08+iVwuZ9OmTbz88sskJCQQHR3dpDLnzJlDz5496dKlCwaDgS1bthAZGQnA2LFjefvttxk1ahSvv/46HTt2JDMzkw0bNjBr1iw6duxIYGAgO3bs4NSpU7Rr1w6tVsu///1v/Pz86N69O1KplK+++gpfX99Wn3ouWm4EQQBEcCM4nr+rPyaLqUVjWaCqi6vSUklH144Oqdf27dvx8/OrcfTt2xeAUaNGsXfvXuRyOY8//jgRERHEx8ej0+lYsGCBrYxFixaxZs0aUlJSGD58OKGhocTFxWGxWNi3bx9ubm4OqWtDpk+fzsaNG/n555/p1asXd9xxB2vWrOGjjz5i0aJFTS5PoVAwe/Zsunbtyn333YdMJiM5ORmomk35008/ERAQwMMPP0xkZCRPP/00er3edq+TJk0iPDycXr164e3tzS+//IKrqysLFy6kV69e3HXXXZw7d46tW7e2evAnsbb0U3cTKi4uRqvVotPprskHUBBuVPPnz7f9PGXKFJRKJYsXL7admzt37vWolnCD0+v1ZGRkEBQUhLOzc73pLpVf4t8p/0YpU+Lh7NHs1yvUF2IwG/hb97/hrRb7hd/qGvp82fv9LVpuBEEAqtbXECsUC47krfamm3c38srzMFuaN/bGbDGTV55HN+9uIrAR7CaCG0EQgKomaZnMMTNbBKFaTKcYOrp2JKskq8ndU1arlaySLDq6diSmU0wr1bD1dOnSxTZt+uqjseneb7zxRr15hw4deo3u4OYlBhQLQht19ReNTCZr1ZkoQtukVWoZFTKK5JPJnCs+R4BrgF1bMZgtZrJKsnBVuDIqZBRaZdMWxLsRbN26FZPJVOc1Hx+fBvNOnjyZ0aNH13lNbJPSOBHcCEIbdXVwU70fjCA4WphHGI9FPMamM5s4U3SG9ur2uCvd6/y8Wa1WigxF5JXn0dG1I6NCRhHmEXYdat1yLVmN19PTE09PTwfWpm0RwY0gCAB1zl6wWCytPqtBaBvCPMJ4tuuz7MzcyZFLRzhddBonqRNqJzUyiQyz1Ux5ZTmVlkrcFG7c1/E+YjrF3JQtNsL1J4IbQWij7Bn/UFlZiUKhuAa1EdoCrVLLI2GPcF/H+0grSON8yXkulF7AVGlEJVcR4RlBR9eORHpGisHDQouI4EYQ2iiLxdJoGoPBIIIbweHcS630OGvljiwrpgsWLEYLUoUF+W0WFAFWlAoriMWyhRYQwY0gtFH2BjdivynBUcxFRRR/t5OK1BTMxcVInORI1WokMhlmQymmw4cpO/ArMjc3VFHdcRsUg6yVV7IVbk2t2pn+008/MWLECDp06IBEIuG///1vo3l2795Njx49UCqVhISEsHLlylppPvjgAwIDA3F2diY6OpoDBw44vvKCcIuraw+Yq5WWll6Dmghtgf5UOvkfL6F0924kCiXK0DCUwcHIfX1x8vZG7uuLMjgYZWgYEoWS0t27yf94CfpT6de76sJNqFWDm7KyMrp168YHH3xgV/qMjAweeOAB23b006dP55lnnmHHjh22NF9++SUzZsxg7ty5HD58mG7dujFkyBDy8vJa6zYE4ZZUWVnZaJr6prEKQlPoT6VTuGYNposXUYaG4uTpWe/MPIlEgpOnJ8rQUEwXL1K4Zo0IcG4A48eP58EHH7ze1bBbqwY3Q4cOZcGCBTz00EN2pf/4448JCgrinXfeITIykqlTp/Loo4/WWA4+MTGRSZMmMWHCBG6//XY+/vhj1Go1n376aWvdhiDckoxGY6NpdDrdNaiJcCurLCxEt3Ej5uJiFEFBSOxcKFIik6EICsJcXFyV/387crfU+PHjbcseXHnExsba0qSkpBAXF4ePjw/Ozs6EhoYyadIk0tNrBlnr169n4MCBeHh4oFKpCA8PZ+LEiaSkpNhdn4qKCubOnUtYWBhKpRIvLy/i4uI4fvy43WXMmzfPdh9OTk4EBgbywgsvtOmW1xtqjue+ffuIiam5CuWQIUPYt28fUPXH+LfffquRRiqVEhMTY0tTF4PBQHFxcY1DENo6g8HQaJqKioprUBPhVlaycxfG7PMoOnVq8jpKEokERadOGM+fp/i7nQ6rU2xsLDk5OTWOpKQkALZs2cI999yDwWBg9erVpKWlsWrVKrRaLa+99pqtjJdeeokxY8YQFRXF5s2bOXXqFGvWrCE4OJjZs2fbVQ+DwUBMTAyffvopCxYsID09na1bt1JZWUl0dDT79++3+566dOlCTk4O586d46233uKTTz4hISGhaW/MLeSGCm5yc3Nrrdro4+NDcXExFRUV5OfnYzab60xz9fb1V3rzzTfRarW2w9/fv1XqLwg3k7KyMoekEYT6mC7mUZGagpN3e7tbbK4mkclwat+eitRUTA4afqBUKvH19a1xeHh4UF5ezoQJExg2bBibN28mJiaGoKAgoqOjWbRoEUuWLAFg//79LFy4kMTERBITE+nXrx8BAQH07NmTV199lW3bttlVj3fffZd9+/axZcsWRo8eTadOnbj77rtZv369bddte7escHJywtfXl44dOzJmzBjGjh3L5s2bgarJA2+++SZBQUGoVCq6devGunXrbHnNZjNPP/207Xp4eDjvvfdeg6938OBBvL29eeuttwA4cuQIAwYMwNXVFTc3N3r27MmhQ4fsqntruKGCm9Yye/ZsdDqd7Th//vz1rpIgXHf2BC5tuVlbaDnDyTTMxcXIPJq/IziAzMMDc7EOQ1qag2pWtx07dpCfn8+sWbPqvO7+v5lbSUlJaDQapkyZUmc6e1uo1qxZw6BBg+jWrVuN81KplBdeeIETJ05w5MgR+2/gCiqVytb1/Oabb/L555/z8ccfc/z4cV544QWeeOIJfvzxR6Aq+OnYsSNfffUVJ06cYM6cObz88susXbu2zrK///57Bg0axD//+U9eeuklAMaOHUvHjh05ePAgv/32G3//+9+Ry+XNqrsj3FBTwX19fbl48WKNcxcvXsTNzQ2VSoVMJkMmk9WZxtfXt95ylUql2O1YEK5SXl7eaBrRciO0hDHrPBIneYu39ZBIJEic5Bgd9GC6ZcsWNBpNjXMvv/wyTk5VX4kREREN5k9PTyc4ONiWHqrGg86ZM8f2+4ULF9BqG15dOT09nQEDBtR5LTIy0pYmKiqqwXKu9ttvv7FmzRoGDhyIwWDgjTfeYOfOnfTu3RuA4OBg9uzZw5IlS7j//vuRy+XMnz/flj8oKIh9+/axdu3aWvtbbdy4kaeeeoply5YxZswY2/msrCxefPFF23sXGhrapDo72g0V3PTu3ZutW7fWOPfdd9/Z/kEUCgU9e/Zk165dtlHbFouFXbt2MXXq1GtdXUG4qdnTKqPX669BTYRblelCNlK1Y1bjk6rVmLKzHVLWgAED+Oijj2qc8/T0ZOnSpc0uc+LEiYwcOZJff/2VJ554wu7upMbS2buI5rFjx9BoNJjNZoxGIw888AD/+c9/OHPmDOXl5QwaNKhGeqPRSPfu3W2/f/DBB3z66adkZWVRUVGB0WisFVT9+uuvbNmyhXXr1tWaOTVjxgyeeeYZvvjiC2JiYoiLi6Nz58521b01tGpwU1paypkzZ2y/Z2RkkJqaiqenJwEBAcyePZsLFy7w+eefA1W7oP7nP/9h1qxZTJw4ke+//561a9fyzTff2MqYMWMG48aNo1evXtx99928++67lJWVMWHChNa8FUG45djTKiOCG6G5rFYrFqOp2WNtriaRybAYTVit1ha3BLm4uBASElLrfFhY1QadJ0+etD1U1yU0NJQ9e/ZgMplsXS/u7u64u7uT3YQALDQ0lLR6utqqz1fXqTHh4eFs3rwZJycnOnToYAuKzp07B8A333zDbbfdViNPdY9GcnIyM2fO5J133qF37964urry9ttv8+uvv9ZI37lzZ9q1a8enn37KAw88UKPbad68eTz++ON88803bNu2jblz55KcnGz3bGlHa9UxN4cOHaJ79+626HDGjBl0797d1nSXk5NDVlaWLX1QUBDffPMN3333Hd26deOdd95h2bJlDBkyxJZmzJgxLFq0iDlz5hAVFUVqairbt29vdPt4QRBqqm8m1JUbZYrgRmguiUSCVCHHasdikfawms1IFS3v4mrI4MGD8fLyYuHChXVeL/rfdPT4+HhKS0v58MMPW/R68fHx7Ny5s9a4GovFwuLFi+nVqxe33367XWUpFApCQkIIDAys0dpz++23o1QqycrKIiQkpMZRPbnml19+oU+fPkyZMoXu3bsTEhLC2bNna72Gl5cX33//PWfOnGH06NG11sEKCwvjhRde4Ntvv+Xhhx9mxYoVTX1LHKZVW2769+/fYJNbXasP9+/fv9E1AqZOnSq6oQShhepruVEqlbbARyziJ7SE/LaOmA4fdkhZlvJynCMbHgtjL4PBUGuGrZOTE15eXixbtoy4uDhGjhzJtGnTCAkJIT8/n7Vr15KVlUVycjK9e/cmISGBhIQEMjMzefjhh/H39ycnJ4fly5dXBXbSxtsOXnjhBTZt2sSIESN45513iI6O5uLFi7zxxhucPn2avXv3tvheXV1dmTlzJi+88AIWi4W+ffui0+n45ZdfcHNzY9y4cYSGhvL555+zY8cOgoKC+OKLLzh48CBBQUG1ymvfvj3ff/89AwYMID4+nuTkZEwmEy+++CKPPvooQUFBZGdnc/DgQR555JEW17+52sRsKUEQaruy5ebKp+ErB0nas0WDINRHEeCPtdJk9/iT+litVqyVJhQOWsZj+/bt+Pn51Tj69u0LwKhRo9i7dy9yuZzHH3+ciIgI4uPj0el0LFiwwFbGokWLWLNmDSkpKQwfPpzQ0FDi4uKwWCzs27cPNze3Ruvh7OzMrl27eOqpp5g9ezadO3fm7rvv5vfff+f333+3u9WmMf/4xz947bXXePPNN4mMjCQ2NpZvvvnGFrz89a9/5eGHH2bMmDFER0dz+fLlemeCQdXkn++//55jx44xduxYpFIply9f5qmnniIsLIzRo0czdOjQGoOUrzWJtaWfuptQcXExWq0WnU5n1wdQEG5Fb731lq3bSaFQ2BYe++CDD8jPz7elmzt37nWpn3Dj0uv1ZGRkEBQUhLOzc73pTHl5XHrvPSQKJU6ens1+vcqCAqxGI97/bxry9u2bXc7NYNu2bTz00EMsWrSozfZQNPT5svf7W7TcCEIbdeUKxVdOi23oy0oQmkLevj2qqO5U5uU1e+yN1WymMi8PVVTULR/YQNW2Rdu2baOgoKDGQ4bQNCK4EYQ26spG2yvXgXJxcbke1RFuUW6DYlD4+2PMzGxy95TVasWYmYnC3x+3QTGNZ7jBdOnSBY1GU+exevXqevMNGDCAOXPm4OXlBVBvGRqNhp9//vla3c5N5YZa50YQhOtDfcVaJCK4ERxJ5u6O9qGHKFyzBmNGRtUeU3ZMD7eazRgzM5G5uaF96CFk/1sd+GaydevWegflN2WGb2pqar3Xrp7eLVQRwY0gCDUCGpVKdR1rItyKnMPD8Hj8cXQbN2I4fRqn9u2ReXjUOa3barViLiykMi8Phb8/2ocewjncvrVebjSdOnVySDl1rckjNEwEN4Ig4Orqavv56mXpBcERnMPDkE/+K8Xf7aQiNRXD6XQkTnKkajUSmQyr2YylvBxrpQmZmxZN//64DYq5KVtshOtPBDeCINQIbkTLjdBaZO7ueMQ9iub++zCkpWHMOo/pQjZmgwmZWoVzZAQKf3+UkZFtYvCw0HpEcCMIQo0xN41t9icILWVUasn37EKxJZhiZz3mSjMyJxluXs64earwVrpy/faTFm4FIrgRBKHGehFqB210KAhX05eZ+CPlErl/6DCUVyKVgVwpQyKVYDaZyDmj58KpIv5IuYRvsJbg7t44u4gwR2g6EdwIglBjL5orp4ULgqNcvlBK2t4civMrcNEq8OygrndAsb7UxLlj+RTklBHZx492t4lxYELTiHVuBEGoMc7myu0XBMERLl8o5djubMqKDHh2cEHlqqh3A0yJRILKVYFnBxfKigwc253N5Qul17jGws1OBDeCINRYlfjKVhxBaCl9qYm0vTkYyitx91Ehldq3q7dUKsHdR4WhvJK0vTnoyxyziev48eORSCS1jtjYWFualJQU4uLi8PHxwdnZmdDQUCZNmkR6enqNstavX8/AgQPx8PBApVIRHh7OxIkTG938udrKlSttry+VSvHz82PMmDFkZWU16Z6OHz/O6NGj8fb2RqlUEhYWxpw5cygvL29SOS01fvx4HnzwwWv6mvURwY0gCDVaa2R2LLAmCPb6I/USxfkVaNur6m2tqY9EIkHbXkVxfgV/pFxyWJ1iY2PJycmpcSQlJQGwZcsW7rnnHgwGA6tXryYtLY1Vq1ah1Wp57bXXbGW89NJLjBkzhqioKDZv3sypU6dYs2YNwcHBtn3a7OHm5kZOTg4XLlxg/fr1nDp1iri4OLvz79+/n+joaIxGI9988w3p6en885//ZOXKlQwaNAij0Wj/G3MLEcGNIAgioBFaRVmRgdw/dLhoFXa32FxNKpXgolWQ+4eOMp2h8Qx2UCqV+Pr61jg8PDwoLy9nwoQJDBs2jM2bNxMTE0NQUBDR0dEsWrSIJUuWAFUBxcKFC0lMTCQxMZF+/foREBBAz549efXVV9m2bZvddZFIJPj6+uLn50efPn14+umnOXDgAMXFxY3mtVqtPP3000RGRrJhwwbuvvtuOnXqRFxcHF9//TX79u1j8eLFNV5r2bJlPPTQQ6jVakJDQ9m8ebPtemFhIWPHjsXb2xuVSkVoaCgrVqywXT9//jyjR4/G3d0dT09PRo0axblz5wCYN28en332GZs2bbK1Ru3evRuj0cjUqVPx8/PD2dmZTp068eabb9r9/jSXCG4EQaihqU/XglCfS+dLMJRX4qxp2YwnZ40cQ3kll7JKHFSzuu3YsYP8/HxmzZpV53X3/y0omJSUhEajYcqUKXWma+7/oby8PDZu3IhMJrPrgSM1NZUTJ04wY8YMpNKaX+fdunUjJibG1iJVbf78+YwePZqjR48ybNgwxo4dS0FBAQCvvfYaJ06cYNu2baSlpfHRRx/Z9rcymUwMGTIEV1dXfv75Z3755Rc0Gg2xsbEYjUZmzpzJ6NGja7SK9enTh/fff5/Nmzezdu1aTp06xerVqwkMDGzW+9MUYuSgIAg1/hiL4EZwlOL8CqSyln+mJBIJUllVeY6wZcuWWitxv/zyy7bu2YiIiAbzp6enExwcXKM7NzExkTlz5th+v3Dhgl1rRul0OjQaDVar1TZGZtq0aXbt8VY9BigyMrLO65GRkezZs6fGufHjxxMfHw/AG2+8wfvvv8+BAweIjY0lKyuL7t2706tXL4AaQciXX36JxWJh2bJltn/PFStW4O7uzu7duxk8eDAqlQqDwYCvr68tX1ZWFqGhofTt2xeJROKwLSkaI4IbQRAEoVUU5+uRKx3T5SlXyijO1zukrAEDBvDRRx/VOOfp6cnSpUubXebEiRMZOXIkv/76K0888YTdO6C7urpy+PBhTCYT27ZtY/Xq1fzzn/9s0ms3Zbf1rl272n52cXHBzc2NvLw8AJ577jkeeeQRDh8+zODBg3nwwQfp06cPAEeOHOHMmTM1VjMH0Ov1nD17tt7XGz9+PIMGDSI8PJzY2FiGDx/O4MGDm3J7zSKCG0EQBMHhrFYr5koLkmaOtbmaRCrBXGnBarW2uCXIxcWlzs0ow8KqNug8efIkvXv3rjd/aGgoe/bswWQyIZdXdbm5u7vj7u5OdnZ2k+oilUptdYmMjOTs2bM899xzfPHFF43mra5vWloa3bt3r3U9LS3NlqZadX2rSSQSLBYLAEOHDiUzM5OtW7fy3Xff8Ze//IXnn3+eRYsWUVpaSs+ePVm9enWt1/H29q63jj169CAjI4Nt27axc+dORo8eTUxMDOvWrWv0/lpCjLkRBEEQHE4ikSBzkmK12N+q0BCrxYrMSdqq3aaDBw/Gy8uLhQsX1nm9qKgIgPj4eEpLS/nwww8dXoe///3vfPnllxw+fLjRtFFRUURERLB48WJbgFLtyJEj7Ny509YFZS9vb2/GjRvHqlWrePfdd/nkk0+AqiDl9OnTtG/fnpCQkBpHdfebQqHAbDbXKtPNzY0xY8awdOlSvvzyS9avX28b59NaRHAjCIIgtAo3L2dMhtpfds1hMphx83JuPKEdDAYDubm5NY78/HxcXFxYtmwZ33zzDSNHjmTnzp2cO3eOQ4cOMWvWLCZPngxA7969SUhIICEhgRkzZrBnzx4yMzPZv38/y5cvt61b0xz+/v489NBDNcbv1EcikbB8+XJOnDjBI488woEDB8jKyuKrr75ixIgR9O7dm+nTp9v92nPmzGHTpk2cOXOG48ePs2XLFtt4nrFjx+Ll5cWoUaP4+eefycjIYPfu3UybNs3WWhUYGMjRo0c5deoU+fn5mEwmEhMTSUpK4uTJk6Snp/PVV1/h6+trG5zdWkRwIwiCILQKNy8VFnPTxoTUxWq1YjFXlecI27dvx8/Pr8bRt29fAEaNGsXevXuRy+U8/vjjREREEB8fj06nY8GCBbYyFi1axJo1a0hJSWH48OGEhoYSFxeHxWJh3759NfZra6oXXniBb775hgMHDjSatk+fPuzfvx+ZTMbQoUMJCQlh9uzZjBs3ju+++65J26koFApmz55N165due+++5DJZCQnJwNVe8799NNPBAQE8PDDDxMZGcnTTz+NXq+33eukSZMIDw+nV69eeHt788svv+Dq6srChQvp1asXd911F+fOnWPr1q3NDv7sJbG29FN3EyouLkar1aLT6Vr0ARSEm5XVauX111+3/T537twa1+fPn1/vNUHQ6/VkZGQQFBRUY3Xrq5XpDPy66Q9kTlVbKjRXRYkRc6WV6FHBuGjF3me3uoY+X/Z+f4uWG0EQGnR1X74g2MtFq8Q3WEuZzoilmWNvLBYrZTojvsFaEdgIdhPBjSC0QU1psNXrHTP9Vmibgrt74+alQpdX0eTuKavVii6vAjcvFcHd65+Rc6Pq0qULGo2mzqOuWUdX+/nnn+vNf/U6PUJNYiq4ILRBTWmNMZkcs2Gh0DY5u8iJ7OPHsd3ZFF2s2mPKnq0YLJaqwEapdiKyjx/OLi1b5fh62Lp1a73/f3x8fBrN36tXL1JTUx1cq7ZBBDeC0AaJ4Ea4ltrdpuHO/h1J25tDwZ9luGgVOGvkdU7rtlqt6EtNlOmMuHmpiOzjR7vbbs5WipauxqtSqepcj0donAhuBKENakrAUlHhmCXvhbat3W0aeg0L5I+US+T+oaPgz3KksqqVhyVSCVaLFZPBjMUMSrUTgXd6Edzd+6ZssRGuPxHcCEIbJIIb4XpwdpFze98OdLqzHZeySijOr6A4X0+lyYxc6YSXvytuXiq8A1zF4GGhRURwIwhtUFOCGzGgWHA0q6UMS2UGZn0upoqLmE1GrJUKzHofLJW+WC2dARHcCM0nghtBaIMMBoPdaUtLS1uxJkJbUlFawulf95Jz+iT6slJkMifkzs5IpVKMpjIunDpB1omjOLto8AuNIDS6DyqNa+MFC8JVRHAjCG1QU7qaysrKWrEmQltxKescx3fvRJeXi4uHJ17+neodUFxRUkxGykEKLpynS/8YvAMCr32FhZuaWOdGENqg8vJyu9MWFxe3Yk2EtuBS1jlSd2yhpOAy7fwDULtp690AUyKRoHbT0s4/gJKCy6Tu2MKlrHPXtsK3qNzcXAYNGoSLi4ttb6e6zt0KRHAjCG1QSUmJ3WnFgGKhJSpKijm+eyf6sjI8O9yGVCqzK59UKsOzw23oy8o4vnsnFaX2f2YbMn78eCQSSa0jNjbWliYlJYW4uDh8fHxwdnYmNDSUSZMmkZ6eXqOs9evXM3DgQDw8PFCpVISHhzNx4kRSUlLsqsvKlSttry+VSvHz82PMmDFkZWU16Z6OHz/O6NGj8fb2RqlUEhYWxpw5c2o9xCxevJicnBxSU1Nt91LXuZZYuXLlDREkieBGENqgpoy5aUpaQbja6QP70OXl4uHnV29rTX0kEgkefn7o8nI5/eteh9UpNjaWnJycGkdSUhIAW7Zs4Z577sFgMLB69WrS0tJYtWoVWq2W1157zVbGSy+9xJgxY4iKimLz5s2cOnWKNWvWEBwczOzZs+2ui5ubGzk5OVy4cIH169dz6tQp4uLi7M6/f/9+oqOjMRqNfPPNN6Snp/PPf/6TlStXMmjQIIxGoy3t2bNn6dmzJ6GhobRv377ec7cCMeZGENqgprTciNlSQnOVFlwm5/RJXDw87W6xuZpUKsPFw5Oc0ycJ7nEXGg/PFtdLqVTi6+tb63x5eTkTJkxg2LBhbNy40XY+KCiI6OhoioqKgKqAYuHChbz33ntMmzbNli4gIICePXs2aZsJiURiq4ufnx9PP/0006ZNo7i4uNGNna1WK08//TSRkZFs2LDBttN2p06dCAsLo3v37ixevJiXXnqJwMBAMjMzAfj8888ZN24cu3fvrnVuxYoVzJ8/n08//ZSLFy/Srl07Hn30Ud5//32g6mHnlVdeISkpiaKiIu644w7eeust+vfvz+7du5kwYYLtvqBq49158+bx4YcfsnjxYs6fP49Wq6Vfv36sW7fO7vepqURwIwhtUGPBjUwmw2w2AyK4EZovL/MP9GWlePm3cKVeVzfyz2eSd+6sQ4Kb+uzYsYP8/HxmzZpV5/Xq7pakpCQ0Gg1TpkypM11TW6iq5eXlsXHjRmQyGTJZ48FgamoqJ06cYM2aNbbAplq3bt2IiYkhKSmJl156iYMHD/LUU0/h5ubGe++9h0qlwmg01jq3fv16Fi9eTHJyMl26dCE3N5cjR47Yyp06dSonTpwgOTmZDh06sHHjRmJjYzl27Bh9+vTh3XffZc6cOZw6dQoAjUbDoUOHmDZtGl988QV9+vShoKCAn3/+uVnvkb1EcCMIbVBjM6DkcrktuLmyWVsQmkKXm4tM5tTsL/tqEokEqUyG7mKuQ+q1ZcuWWhtPvvzyyzg5VX0lRkRENJg/PT2d4OBgW3qAxMRE5syZY/v9woULaLXaRuui0+nQaDRYrVbbGJlp06bh4uLSaN7qMTKRkZF1Xo+MjGTPnj0AtvE4KpWqRqvV1eeysrLw9fUlJiYGuVxOQEAAd999t+3aihUryMrKokOHDgDMnDmT7du3s2LFCt544w20Wm2N1qjqfC4uLgwfPhxXV1c6depE9+7dG72/lhBjbgShDboyYLnyD3Q1ufz/lrwXe0sJzVV06SJyZ2eHlKVwVlGUd9EhZQ0YMIDU1NQax+TJk5u8a/mVJk6cSGpqKkuWLKGsrMzuslxdXUlNTeXQoUO888479OjRg3/+859Neu2W1PtqcXFxVFRUEBwczKRJk9i4cSOVlZUAHDt2DLPZTFhYWI3dyX/88UfOnj1bb5mDBg2iU6dOBAcH8+STT7J69eomzdhsDtFyIwht0JVdTSqVqtZ1lUpl67py5B9Ooe2wWq2YTaZa3SXNJZVKMZtMWK3WFrcEubi41LkhZVhYGAAnT56kd+/e9eYPDQ1lz549mEwm24OAu7s77u7uZGdnN6kuUqnUVpfIyEjOnj3Lc889xxdffNFo3ur6pqWl1dkSkpaWZktjL39/f06dOsXOnTv57rvvmDJlCm+//TY//vgjpaWlyGQyfvvtt1rdZle3hF3J1dWVw4cPs3v3br799lvmzJnDvHnzOHjwYKvNrLomLTcffPABgYGBODs7Ex0dzYEDB+pN279//zqn6T3wwAO2NHVN5btyGp8gCA27cnp3XcGNUimWvhdaRiKRIJPLm7QDfUMsFgsyed07iTvK4MGD8fLyYuHChXVerx5QHB8fT2lpKR9++KHD6/D3v/+dL7/8ksOHDzeaNioqioiICBYvXlzrfT5y5Ag7d+4kPj6+yXVQqVSMGDGC999/n927d7Nv3z6OHTtG9+7dMZvN5OXlERISUuOo7oZSKBS2Lu0rOTk5ERMTw8KFCzl69Cjnzp3j+++/b3Ld7NXqLTdffvklM2bM4OOPPyY6Opp3332XIUOGcOrUqTqnnW3YsKFGk/nly5fp1q1bralxsbGxrFixwva7+GMsCM3jXEe3QV3nBKGp3L19uHDqhEPKMuoraB8Y7JCyDAYDubk1x+84OTnh5eXFsmXLiIuLY+TIkUybNo2QkBDy8/NZu3YtWVlZJCcn07t3bxISEkhISCAzM5OHH34Yf39/cnJyWL58uW3dmubw9/fnoYceYs6cOWzZsqXBtBKJhOXLlzNo0CAeeeQRZs+eja+vL7/++isJCQn07t2b6dOnN+n1V65cidlsJjo6GrVazapVq1CpVHTq1Il27doxduxYnnrqKd555x26d+/OpUuX2LVrF127duWBBx4gMDCQ0tJSdu3aRbdu3VCr1Xz//ff88ccf3HfffXh4eLB161YsFgvh4eHNeo/s0eotN4mJiUyaNIkJEyZw++238/HHH6NWq/n000/rTO/p6Ymvr6/t+O6771Cr1bWCm+qpfNWHh4dHa9+KINyS1Gq1XecEoam0vr6YzZUt7tq0Wq1YzGa0PrWnbzfH9u3b8fPzq3H07dsXgFGjRrF3717kcjmPP/44ERERxMfHo9PpWLBgga2MRYsWsWbNGlJSUhg+fDihoaHExcVhsVjYt29fo9O4G/LCCy/wzTffNNjLUa1Pnz7s378fmUzG0KFDCQkJYfbs2YwbN47vvvuuyQ/+7u7uLF26lHvvvZeuXbuyc+dOvv76a9q1awfAihUreOqpp0hISCA8PJwHH3yQgwcPEhAQYKvP5MmTGTNmDN7e3ixcuBB3d3c2bNjAwIEDiYyM5OOPPyYpKYkuXbo0/c2xk8Taih3qRqMRtVrNunXrePDBB23nx40bR1FREZs2bWq0jDvvvJPevXvzySef2M6NHz+e//73vygUCjw8PBg4cCALFiywvflXMxgMNRYiKy4uxt/fH51O16IPoCDcrObPn2/7uWfPngwfPrzG9W+//ZZ9+/bZfp87d+41q5tw49Pr9WRkZBAUFNRgK19pYQG/fPkFMrkctVvjM4fqU16sw2wyce+YJ1t1KrhwY2jo81VcXIxWq230+7tVW27y8/Mxm834+PjUOO/j41OrSbAuBw4c4Pfff+eZZ56pcT42NpbPP/+cXbt28dZbb/Hjjz8ydOjQOvv5AN588020Wq3t8Pf3b/5NCcItpq4xNw0NDhQEe2k8PPELjaCssACLpe6/z42xWMyUFRbgFxohAhvBbjf0VPDly5dz55132ubYV3vssccYOXIkd955Jw8++CBbtmzh4MGD7N69u85yZs+ejU6nsx3nz5+/BrUXhJtDXU8/9qyxIQj2CI3ug7a9L4U5OU3unrJarRTm5KBt70todJ9WqmHr6dKlS40p01ceq1evbjT/zz//XG9+8QDSsFYdUOzl5YVMJuPixZprE1y8eLHOpa+vVFZWRnJyMq+//nqjrxMcHIyXlxdnzpzhL3/5S63rSqVSDDgWhHrUFciI7lrBUVQaV7r0jyF1xxYK/ryAh5+fXVsxWCxmCnNycHZxoUv/GFQa12tQW8faunVrvetEXd2jUZdevXqRmprq4Fq1Da0a3CgUCnr27MmuXbtsY24sFgu7du1i6tSpDeb96quvMBgMPPHEE42+TnZ2NpcvX8bPz88R1RaENqWuJ0DxVCg4kndAIFFDhnN8904un8/CxcMTlatbndO6rVYrFSXFlBUWoG3vS5f+MXgHBF77SjtAp04t3HZCpapzPR6hca0+FXzGjBmMGzeOXr16cffdd/Puu+9SVlZm21zrqaee4rbbbuPNN9+skW/58uU8+OCDtQYJl5aWMn/+fB555BF8fX05e/Yss2bNIiQkhCFDhrT27QjCLaeulhvR0ik4mndAINEPj+H0r3vJOX2S/POZSGUyFM4qpFIpFosFo74Ci9mMs4uGoO53ERrd56ZssRGuv1YPbsaMGcOlS5eYM2cOubm5REVFsX37dluTXFZWVq31AE6dOsWePXv49ttva5Unk8k4evQon332GUVFRXTo0IHBgwfzj3/8Q/xBFoRmqGu2y5XbLwiCo6g0rnT9yxCCe9xF3rmz6HJzKbp0EbPRhMJZTvvAYLQ+vrQP7CwGDwstck22X5g6dWq93VB1DQIODw+vd+CZSqVix44djqyeILRpje0tJQiOppJp8FN1xlvbAbNZj6XSgtRJiszNGSeVCoVMdIsKLSP2lhKENq6u4ObqfWMEwREs5SbKf7+MMasYS0UlyCRIFTKQSrDozVSeK8ZwVkeFyglFgBvqO9ohVYtAW2g6EdwIQhvnqI0NBaEhptwyyg7lUllgQOqmwMlHXWtAsYz/rUZcXon+ZAGVeWW49PJF7iuWJhCaRvxVE4Q2rq4ZK625OaHQ9phyyyjd+yfmYiNOPmpkLvVvgCmRSJC5yHHyUWMuNlK6909MuWXXuMZCtf79+zd5f6obgQhuBEEQhFZjLjNRdigXi74SmZcKidS+wFkilSDzUmHRV1blL697vZimGj9+PBKJpNYRGxtrS5OSkkJcXBw+Pj44OzsTGhrKpEmTSE9Pr1HW+vXrGThwIB4eHqhUKsLDw5k4cSIpKSl21cVsNvOvf/2LiIgIVCoVnp6eREdHs2zZsibfi0KhICQkhNdff53Kykr735BblAhuBEEQhFZTcfwylQUGZO1UTW4RlEgkyNqpqCwwUP77ZYfVKTY2lpycnBpHUlISAFu2bOGee+7BYDCwevVq0tLSWLVqFVqtltdee81WxksvvcSYMWOIiopi8+bNnDp1ijVr1hAcHMzs2bPtqsf8+fNZvHgx//jHPzhx4gQ//PADzz77LEVFRU2+l9OnT5OQkMC8efN4++23m/R+3IrEmBtBEAShVZiLDRizipG6KexusbmaRCpB6qbAmFWMOcITmZuixfVSKpV1rpJfXl7OhAkTGDZsGBs3brSdDwoKIjo62hZ07N+/n4ULF/Lee+8xbdo0W7qAgAB69uxp9zYTmzdvZsqUKcTFxdnOdevWrdn38txzz7Fx40Y2b97M7NmzMRgMvPLKKyQlJVFUVMQdd9zBW2+9Rf/+/QG4fPkyU6dO5aeffqKwsJDOnTvz8ssvEx8fX+/rffPNNzz++ON8+OGHjB07lt27dzNr1iyOHz+OXC6nS5curFmzpsULGLaUaLkRBEEQWoXxzzIsFZVI1S17jpaqnbBUVGL8s9RBNavbjh07yM/PZ9asWXVed3d3ByApKQmNRsOUKVPqTGdvC5Wvry/ff/89ly5dalZ966JSqTAajUDVMiz79u0jOTmZo0ePEhcXR2xsLKdPnwaqdt/u2bMn33zzDb///jvPPvssTz75JAcOHKiz7DVr1hAfH8/q1asZO3YslZWVPPjgg9x///0cPXqUffv28eyzz94QY/ZEcCMIgiC0isqCCpBJWvxlJ5FIQCqpKs8BtmzZUmsTyjfeeMP2pR8REdFg/vT0dIKDg2sso5CYmFijPJ1O12g9EhMTuXTpEr6+vnTt2pXJkyezbdu2Zt2T1Wpl586d7Nixg4EDB5KVlcWKFSv46quv6NevH507d2bmzJn07duXFStWAHDbbbcxc+ZMoqKiCA4O5m9/+xuxsbGsXbu2VvkffPABU6ZM4euvv2b48OEAFBcXo9PpGD58OJ07dyYyMpJx48YREBDQrHtwJNEtJQiCILQKc4G+ah0bB5AqZZgL9A4pa8CAAXz00Uc1znl6erJ06dJmlzlx4kRGjhzJr7/+yhNPPGFX19Ttt9/O77//zm+//cYvv/zCTz/9xIgRIxg/frzdg4qrAzWTyYTFYuHxxx9n3rx57N69G7PZTFhYWI30BoPBtq2R2WzmjTfeYO3atVy4cAGj0YjBYECtVtfIs27dOvLy8vjll1+46667bOc9PT0ZP348Q4YMYdCgQcTExDB69OgbYp9HEdwIgiAIDme1WrFWWqGZY21qkUqwVlqxWq0tbglycXGpc0PK6kDg5MmT9O7du978oaGh7NmzB5PJZFvN293dHXd3d7Kzs5tUF6lUyl133cVdd93F9OnTWbVqFU8++SSvvPIKQUFBjeavDtQUCgUdOnSwtSaVlpYik8n47bffai3KWb0x7ttvv817773Hu+++y5133omLiwvTp0+3dWtV6969O4cPH+bTTz+lV69eNd7/FStWMG3aNLZv386XX37Jq6++ynfffcc999zTpPfB0US3lCAIguBwEokEiZMELPYNrm2UxYrEqeVdXA0ZPHgwXl5eLFy4sM7r1QOK4+PjKS0t5cMPP3R4HW6//XYAysrsW9unOlALCAio0U3WvXt3zGYzeXl5hISE1DiqByD/8ssvjBo1iieeeIJu3boRHBxca7o7QOfOnfnhhx/YtGkTf/vb32pd7969O7Nnz2bv3r3ccccdrFmzpjm37lCi5UYQ2hh7Z3IIQkvJPJ2pPFeMIzqmLAYz8g6OWanYYDCQm5tb45yTkxNeXl4sW7aMuLg4Ro4cybRp0wgJCSE/P5+1a9eSlZVFcnIyvXv3JiEhgYSEBDIzM3n44Yfx9/cnJyeH5cuXI5FI7Fr5+9FHH+Xee++lT58++Pr6kpGRwezZswkLC2t03E9jwsLCGDt2LE899RTvvPMO3bt359KlS+zatYuuXbvywAMPEBoayrp169i7dy8eHh4kJiZy8eJFW4B1dXk//PAD/fv3x8nJiXfffZeMjAw++eQTRo4cSYcOHTh16hSnT5/mqaeealHdHUG03AhCGyOCG+FacfJUgdna4s+c1WoFi7WqPAfYvn07fn5+NY6+ffsCMGrUKPbu3YtcLufxxx8nIiKC+Ph4dDodCxYssJWxaNEi1qxZQ0pKCsOHDyc0NJS4uDgsFgv79u3Dzc2t0XoMGTKEr7/+mhEjRhAWFsa4ceOIiIjg22+/rXPPt6ZasWIFTz31FAkJCYSHh/Pggw9y8OBB24DfV199lR49ejBkyBD69++Pr68vDz74YL3lhYeH8/3335OUlERCQgJqtZqTJ0/yyCOPEBYWxrPPPsvzzz/PX//61xbXvaUk1jb4l664uBitVotOp7PrAygItxKLxcI//vEP2+9z586tM938+fNtP8+ZM+eGmN4p3Bj0ej0ZGRkEBQXh7OxcbzpzsRHdt+fASYrMpfkbYJrLTFBpQTs40CHr3Ag3toY+X/Z+f4uWG0FoY0ympi9jL5ZzF5pD5qZAEeCGpdiItZljb6wWK5ZiI4oANxHYCHYTwY0gtDEWi6XJea6ePSEI9lLf0Q4nTyXmyxVN7p6yWq2YL1fg5KlEfUe7Vqph6+nSpUut9XSqj9WrVzeYNysrq968Go2GrKysa3QXNycxoFgQ2pjmtNw0J48gAEjVclx6+VbtCp5fUbXHlB3Tw62WqsBG6uyESy9fpOrmd2tdL1u3bq33/46Pj0+DeTt06EBqamqD14X6ieBGENqYioqmr/Kq1ztm8TShbZL7uqDp04GyQ7lUXixH6qZAqnaqcxyX1WrFUl6JpdiIk6cSl16+yH0dM0vqWmvJ/kpOTk51rsUj2EcEN4LQxjSnFaY5AZEgXEnu64LbwADKf7+MMauYyovlIJUgVcqqFvqzWLEYzGCxIlU54RzhifqOdjdli41w/YngRhDamPLy8ibnES03giNI1XI0d/tijvDE+GcplQUVmAv0WEwWpM4y5B1ccPJUoeigEYOHhRYRwY0gtDHNaYVpTkAkCPUplxjIkeZTKCuk0KkQs8SMTCbDQ+aBh9QDP4kcV0RwIzSfCG4EoY0pLS1tch7RLSU4Qnl5OWlpaWRnZ1NRUYFMJkOhUCCRSKisrCQrK4uMjAxUKhUdO3YkMjKy1iaOgmAPEdwIQhuj0+muSR5BuNLFixdJTU2lsLAQjUZD+/bt6x1QXF5ezunTp8nPzycqKqrRmUWCcDWxzo0gtDH2bsh3JdFyI7TExYsXOXDgAMXFxXh7e+Pi4lLvitcSiQQXFxe8vb0pLi7mwIEDXLx48RrXWLjZieBGENqY5oyfEcGN0Fzl5eWkpqai1+tp166dXRtKAkilUtq1a4deryc1NdVh477Gjx9ftWP5VUdsbKwtTUpKCnFxcfj4+ODs7ExoaCiTJk2qtWP2+vXrGThwIB4eHqhUKsLDw5k4cSIpKSmN1qN///511qP66N+/v133s3fvXoYNG4aHhwfOzs7ceeedJCYmYjabm/S+tFT//v2ZPn36NX3NhojgRhDamCtbbuRy+6bZiuBGaK60tDQKCwvx9PRs8v5kEokET09PCgsLSUtLc1idYmNjycnJqXEkJSUBsGXLFu655x4MBgOrV68mLS2NVatWodVqee2112xlvPTSS4wZM4aoqCg2b97MqVOnWLNmDcHBwcyePbvROmzYsMH22gcOHABg586dtnMbNmxotIyNGzdy//3307FjR3744QdOnjzJ//t//48FCxbw2GOPtelNckVwIwhtjMFgsP2sUNQ/I0Umk9WZRxDsVVxcTHZ2NhqNxu4Wm6tJpVI0Gg3Z2dmUlJQ4pF5KpRJfX98ah4eHB+Xl5UyYMIFhw4axefNmYmJiCAoKIjo6mkWLFrFkyRIA9u/fz8KFC0lMTCQxMZF+/foREBBAz549efXVV9m2bVujdfD09LS9tre3NwDt2rWznfP09Gwwf1lZGZMmTWLkyJF88sknREVFERgYyDPPPMNnn33GunXrWLt2LQDnzp1DIpGwYcMGBgwYgFqtplu3buzbt89WXmZmJiNGjMDDwwMXFxe6dOnC1q1bbdd///13hg4dikajwcfHhyeffJL8/HygqjXsxx9/5L333rO1PJ07d47CwkLGjh2Lt7c3KpWK0NBQVqxY0bR/rGYSwY0gtDFXtsI0tKOzk9P/zTcQ69wIzZGbm0tFRUWLZzyp1WoqKirIyclxUM3qtmPHDvLz85k1a1ad193d3QFISkpCo9EwZcqUOtM1tYWqOb799lsuX77MzJkza10bMWIEYWFhttaoaq+88gozZ84kNTWVsLAw4uPjbZviPv/88xgMBn766SeOHTvGW2+9hUajAaCoqIiBAwfSvXt3Dh06xPbt27l48SKjR48G4L333qN3795MmjTJ1vLk7+/Pa6+9xokTJ9i2bRtpaWl89NFHeHl5tfI7U0XMlhKENubKFYobCm4UCoWtxUZsnCk0R2FhITKZrMVf9hKJBJlMRmFhoUPqtWXLFtsXd7WXX37ZFtBHREQ0mD89PZ3g4OAaDwCJiYnMmTPH9vuFCxfQarUOqW99dQCIjIys83pEREStMUIzZ87kgQceAGD+/Pl06dKFM2fOEBERQVZWFo888gh33nknAMHBwbZ8//nPf+jevTtvvPGG7dynn36Kv78/6enphIWFoVAoUKvV+Pr62tJkZWXRvXt3evXqBUBgYGDLb9xOouVGENowlUpV7zWlUmn7ufrpThCaorCwsMGuz6aQy+UOC24GDBhAampqjWPy5MktGqMyceJEUlNTWbJkCWVlZddsvEtTXqdr1662n/38/ADIy8sDYNq0aSxYsIB7772XuXPncvToUVvaI0eO8MMPP9TYlbw6ADx79my9r/fcc8+RnJxMVFQUs2bNYu/evU26t5YQwY0gtGFubm71XrN3sLEg1MVqtWI2mx3WRSOVSjGbzQ4JGlxcXAgJCalxeHp6EhYWBsDJkycbzB8aGsoff/xRoxXU3d2dkJAQbrvtthbXzx7Vda1voHVaWpotTbUr/09X/7tYLBYAnnnmGf744w+efPJJjh07Rq9evfj3v/8NVC38OWLEiFoB4enTp7nvvvvqrePQoUPJzMzkhRde4M8//+Qvf/lLnd1orUEEN4LQhjU0FsLV1fUa1kS41VR3JTmqBcNisTiki6shgwcPxsvLi4ULF9Z5vaioCID4+HhKS0v58MMPW60ujRk8eDCenp688847ta5t3ryZ06dPEx8f36Qy/f39mTx5Mhs2bCAhIYGlS5cC0KNHD44fP05gYGCtoNDFpWrHdoVCUef0c29vb8aNG8eqVat49913+eSTT5pxt00nghtBaMPs7ZYShObw8PBw2Hgtk8mEh4eHQ8oyGAzk5ubWOPLz83FxcWHZsmV88803jBw5kp07d3Lu3DkOHTrErFmzmDx5MgC9e/cmISGBhIQEZsyYwZ49e8jMzGT//v0sX74ciUTS7Nlh9nJxcWHJkiVs2rSJZ599lqNHj3Lu3DmWL1/O+PHjefTRR20Dfu0xffp0duzYQUZGBocPH+aHH36wjed5/vnnKSgoID4+noMHD3L27Fl27NjBhAkTbAFNYGAgv/76K+fOnSM/Px+LxcKcOXPYtGkTZ86c4fjx42zZsqXeMUKOJoIbQWjDqmd/1EW03Agt5eHh4ZCupOouLkcFN9u3b8fPz6/G0bdvXwBGjRrF3r17kcvlPP7440RERBAfH49Op2PBggW2MhYtWsSaNWtISUlh+PDhhIaGEhcXh8ViYd++fQ12+TrKo48+yg8//EBWVhb9+vUjPDycxYsX88orr5CcnNykVi6z2czzzz9PZGQksbGxhIWF2VqmOnTowC+//ILZbGbw4MHceeedTJ8+HXd3d1sQN3PmTGQyGbfffjve3t5kZWWhUCiYPXs2Xbt25b777kMmk5GcnNwq78XVJNY2uMpPcXExWq0WnU53TT6AgnAjmT9/vu3nCRMmEBAQUGe6/fv3s2PHDtvvc+fObfW6CTcHvV5PRkYGQUFBDc64Kykp4fvvv0cmk9m6L5qjrKwMs9nMwIEDRdDdBjT0+bL3+1u03AhCG3b1dNgrNdRlJQj2cHV1pWPHjpSWltoGrjaVxWKhtLSUjh07isBGsJsIbgShDWtoXE1DXVaCYK/IyEg8PDwoKChocveU1WqloKAADw+PazZWw5G6dOlSY/r0lcfq1asbzLt69ep683bp0uUa3cHNSyziJwht2JVbLFxNtNwIjqBWq4mKiuLAgQNcvnwZT09PuwbbWiwWCgoKcHZ2JioqqsWrHF8PW7durTFd/Eo+Pj4N5h05ciTR0dF1XhPLNDROBDeC0IY19EdSBDeCo/j4+HD33XeTmprKpUuX0Gg0qNXqOge8Wq1WysvLKS0txcPDg6ioqEYDgRtVp06dmp3X1dVVdMO1gAhuBKENa+gJuqGBooLQVD4+PvTr14+0tDSys7PJy8tDJpMhl8uRSqVYLBZMJhNms9m2yWJkZORN2WIjXH/XZMzNBx98QGBgIM7OzkRHR9u2d6/LypUrbbuKVh9X/5G1Wq3MmTMHPz8/VCoVMTExnD59urVvQxBuOQ1NFW2oy0oQmkOtVtOzZ08GDhxIjx49CAgIwNnZGZlMirOzMwEBAfTo0YOBAwfSs2dPEdgIzdbqwc2XX37JjBkzmDt3LocPH6Zbt24MGTLEtp9FXdzc3Gw7i+bk5JCZmVnj+sKFC3n//ff5+OOP+fXXX3FxcWHIkCFi52JBcKDWXoRMaLsUigo8PS/QocNJgjv/RufOBwnu/BsdOpzE0/MCCkVF44UIQgNavVsqMTGRSZMmMWHCBAA+/vhjvvnmGz799FP+/ve/15lHIpHU2Fn0SlarlXfffZdXX32VUaNGAfD555/j4+PDf//7Xx577LHWuRFBEAShRUymIvIu7UCnS6GyUocEOTKZGolERqXJQJH+NwqL9uN0SYtW25323kOQy92vd7WFm1CrPpoZjUZ+++03YmJi/u8FpVJiYmLYt29fvflKS0vp1KkT/v7+jBo1iuPHj9uuZWRkkJubW6NMrVZLdHR0vWUaDAaKi4trHIIgCMK1U1p6inPnPiQ//wekEiUu6nBcXDrj7OyHUtkeZ2c/XFw646IORypRkp//A+fOfUhp6anrXXXhJtSqwU1+fj5ms7nWSHcfHx9yc3PrzBMeHs6nn37Kpk2bWLVqFRaLhT59+pCdnQ1gy9eUMt988020Wq3t8Pf3b+mtCYIgCHYqLT1FdvYX6A25aFzCUCg86x3vJZFIUCg80biEoTfkkp39hQhwriOJRMJ///vf612NJrvhOtV79+7NU089RVRUFPfffz8bNmzA29ubJUuWNLvM2bNno9PpbMf58+cdWGNBEAShPiZTITk56zFVFqNWBSOR2DdQXSKRoVYFY6osrspvKnJIfcaPH19r0opEIiE2NtaWJiUlhbi4OHx8fHB2diY0NJRJkyaRnp5eo6z169czcOBAPDw8UKlUhIeHM3HiRFJSUhqtR//+/eusR/XRv3//RssIDAy0pXdxcaFHjx589dVXTX5PbkWtGtx4eXkhk8m4ePFijfMXL16sd0zN1eRyOd27d+fMmTMAtnxNKVOpVOLm5lbjEARBEFpf3qVvqag4j1oV2KSNHKGq1UCtCqS8Iou8Szsaz2Cn2NjYGpNWcnJySEpKAmDLli3cc889GAwGVq9eTVpaGqtWrUKr1fLaa6/ZynjppZcYM2YMUVFRbN68mVOnTrFmzRqCg4OZPXt2o3XYsGGD7bWrZxDv3LnTdm7Dhg123cvrr79OTk4OKSkp3HXXXYwZM4a9e/c24125tbRqcKNQKOjZsye7du2ynbNYLOzatYvevXvbVYbZbObYsWP4+fkBEBQUhK+vb40yi4uL+fXXX+0uUxAEQWh9BsNFdLoUFIr2drfYXE0ikaFU+KDTpWAw1D/LtimUSiW+vr41Dg8PD8rLy5kwYQLDhg1j8+bNxMTEEBQURHR0NIsWLbL1IOzfv5+FCxeSmJhIYmIi/fr1IyAggJ49e/Lqq6+ybdu2Ruvg6elpe21vb28A2rVrZzvn6elp1724urri6+tLWFgYH3zwASqViq+//hqA8+fPM3r0aNzd3fH09GTUqFGcO3fOlvfgwYMMGjQILy8vtFot999/P4cPH27w9ebOnYufnx9Hjx4F4MMPPyQ0NBRnZ2d8fHx49NFH7ap3a2v1bqkZM2awdOlSPvvsM9LS0njuuecoKyuzzZ566qmnakS5r7/+Ot9++y1//PEHhw8f5oknniAzM5NnnnkGqIrkp0+fzoIFC9i8eTPHjh3jqaeeokOHDjz44IOtfTuCIAiCnUpKTlBZqUMu92hROXK5B5WVOkpKjjeeuAV27NhBfn4+s2bNqvN69X5rSUlJaDQapkyZUme6prZQOYqTkxNyuRyj0YjJZGLIkCG4urry888/88svv6DRaIiNjcVoNAJVu7aPGzeOPXv2sH//fkJDQxk2bBglJSW1yrZarfztb3/j888/5+eff6Zr164cOnSIadOm8frrr3Pq1Cm2b9/Offfdd61vu06tPhV8zJgxXLp0iTlz5pCbm0tUVBTbt2+3DQjOysqqsZ5GYWEhkyZNIjc3Fw8PD3r27MnevXu5/fbbbWlmzZpFWVkZzz77LEVFRfTt25ft27eLFVUFQRBuIBUVWUiQt/jLXiKRIEFORYVjxktu2bIFjUZT49zLL7+Mk1PVV2JERESD+dPT0wkODralh6plT+bMmWP7/cKFC2i1WofU1x5Go5F33nkHnU7HwIED+fLLL7FYLCxbtsz2/q9YsQJ3d3d2797N4MGDGThwYI0yPvnkE9zd3fnxxx8ZPny47XxlZSVPPPEEKSkp7Nmzh9tuuw2o+v52cXFh+PDhuLq60qlTJ7p3737N7rkh12T7halTpzJ16tQ6r+3evbvG74sXL2bx4sUNlieRSHj99dd5/fXXHVVFQWgTmrorsyC0RIU+G5nMMasMy2RqKvSOCW4GDBjARx99VOOcp6cnS5cubXaZEydOZOTIkfz666888cQT1+z/2ksvvcSrr76KXq9Ho9Hwr3/9iwceeIAXX3yRM2fO1NqfSq/Xc/bsWaBqrOqrr77K7t27ycvLw2w2U15eTlZWVo08L7zwAkqlkv379+Pl5WU7P2jQIDp16kRwcDCxsbHExsby0EMP3RArS4u9pQRBEASHs1qtWCzGZo+1uZpEIsNiMWK1WlvcEuTi4kJISEit82FhYQCcPHmywTGcoaGh7NmzB5PJZNt81t3dHXd3d9uyJdfKiy++yPjx49FoNPj4+Njem9LSUnr27Mnq1atr5ake4zNu3DguX77Me++9R6dOnVAqlfTu3dvWbVVt0KBBJCUlsWPHDsaOHWs77+rqyuHDh9m9ezfffvstc+bMYd68eRw8eNDWhXe93HBTwQVBaD2i5Ua4ViQSCVKpAqvV7JDyrFYzUqmiVcezDB48GC8vLxYuXFjn9aKiIgDi4+MpLS3lww8/bLW62MvLy4uQkBB8fX1rvDc9evTg9OnTtG/fnpCQkBpHdXfZL7/8wrRp0xg2bBhdunRBqVSSn59f6zVGjhzJmjVreOaZZ0hOTq5xzcnJiZiYGBYuXMjRo0c5d+4c33//fevetB1Ey40gtCFms2O+aATBHirnjhTpf3NIWWZzOa6utzee0A4Gg6HWoq9OTk54eXmxbNky4uLiGDlyJNOmTSMkJIT8/HzWrl1LVlYWycnJ9O7dm4SEBBISEsjMzOThhx/G39+fnJwcli9f/r/A7vq2HYwdO5a3336bUaNG8frrr9OxY0cyMzPZsGEDs2bNomPHjoSGhvLFF1/Qq1cviouLefHFF1GpVHWW99BDD/HFF1/w5JNP4uTkxKOPPsqWLVv4448/uO+++/Dw8GDr1q1YLBbCw8Ov8d3WJlpuBKENubq5uSlEq4/QVCpVAFZMLf7sWK1WrJhQqRyzuvz27dvx8/OrcfTt2xeAUaNGsXfvXuRyOY8//jgRERHEx8ej0+lYsGCBrYxFixaxZs0aUlJSGD58OKGhocTFxWGxWNi3b991X09NrVbz008/ERAQwMMPP0xkZCRPP/00er3eVrfly5dTWFhIjx49ePLJJ5k2bRrt27evt8xHH32Uzz77jCeffJINGzbg7u7Ohg0bGDhwIJGRkXz88cckJSXRpUuXa3Wb9ZJY2+BfrOLiYrRaLTqd7rp/AAXhWtLpdLz77ru23+fOndtg+vnz59t+njNnznWb4ircWPR6PRkZGQQFBTU4S9VgyOPsH4lIJUoUCvvWbamL0ViAxWqgc/AMlMr6v3yFW0NDny97v79Fy40gtCF6vb7ZeVvS6iO0TUple7Ta7hiMF5s99sZqNWMwXkSr7S4CG8FuIrgRhDakvLy82XlNJpMDayK0Fe29h6BWBVBeca7J3VNWq5XyinOoVQG09x7SSjVsPV26dEGj0dR51DWL6UqrV6+uN++N0O1zoxMDigWhDWlJcFNRUVFr4TNBaIxc7o6f3yNkZ39BecUf/9tjqvHp4VarmfKKc8id3PDzewS53L31K+tgW7durfehoHoh2/qMHDmS6OjoOq9VTz8X6ieCG0FoQ8rKypqdt6KiwoE1EdoSjSacjh2fJCdnPaVl6SgVPsjlHnWO4bJarZhMhRiMF1GrAvDzewSN5vrPvmmOTp06NTuvq6trrQX4BPuJ4EYQ2pDi4uJm5xVjboSW0GjCCQycQt6lHeh0KZSVn0KCHJlMjUQiw2o1YzaXY8WEk5MWL68BtPceclO22AjXnwhuBKENKS0tvS55BQGquqhu6zAGr3YDKCk5TkVFFhX6bMxmI05Oalxdb0el8sfVtYsYPCy0iAhuBKENaUnLTUtmWgnClYrw4JikJ+ckd3AeIwaJBSVS/CUKAiVK7kRFwyNSBKFhIrgRhDbkygHFTV1BVbTcCC1VaKpk66UiDunK0VVW4iSR4CKTIpNIMFRWcqDIyN7CErROTvTSqhnm7Y6HXHxNCU0nPjWC0IZc2fqiUCialLclM60EIa20gi9zCzhXYcBXISfCxbneAcUFJjPfXS7mdLmBMb6eRGrq3hJAEOoj1rkRhDbkyuCmoZVl6yJmSwnNlVZawYoL+eToTUS4ONNO4VTvatcSiYR2CiciXJzJ0ZtYcSGftFLx2WupkydPcs899+Ds7ExUVFS9524VIrgRhDbEYDDYfnZxcWlS3pZMIxfargJTJV/mFqAzmemsViCzcwsPmURCZ7UCncnMl7kFFJoqHVKf8ePHI5FIah2xsbG2NCkpKcTFxeHj44OzszOhoaFMmjSJ9PT0GmWtX7+egQMH4uHhgUqlIjw8nIkTJ5KSktJoPfr3719nPaqP/v3723U/e/fuZdiwYXh4eODs7Mydd95JYmJirU1y586di4uLC6dOnWLXrl31nmuJefPm3TBBkghuBKGNUqvVTUp/ZWAkCPbadqmIzAoDQWpFk/cmk0gkBKkVnKswsPVSkcPqFBsbS05OTo0jKSkJgC1btnDPPfdgMBhYvXo1aWlprFq1Cq1Wy2uvvWYr46WXXmLMmDFERUWxefNmTp06xZo1awgODmb27NmN1mHDhg221z5w4AAAO3futJ3bsGFDo2Vs3LiR+++/n44dO/LDDz9w8uRJ/t//+38sWLCAxx57rMaK0GfPnqVv37506tSJdu3a1XvuViGCG0Foo+xZbfjKlVBFcCM0Va7BxCFdOT4Kud0tNleTSST4KuT8pivnosExW4AolUp8fX1rHB4eHpSXlzNhwgSGDRvG5s2biYmJISgoiOjoaBYtWsSSJUsA2L9/PwsXLiQxMZHExET69etHQEAAPXv25NVXX2Xbtm2N1sHT09P22t7e3gC0a9fOds7Ts+GNRsvKypg0aRIjR47kk08+ISoqisDAQJ555hk+++wz1q1bx9q1a4GqIPG3337j9ddfRyKRMG/evDrPGY1Gpk6dip+fH87OznTq1Ik333zT9ppFRUU888wzeHt74+bmxsCBAzly5AgAK1euZP78+Rw5csTW+rRy5UqsVivz5s0jICAApVJJhw4dmDZtWrP+3ZpCDCgWhDbK3d290TRyudy2fLxYxE9oqt9LK9BVVhLh0rTxXVfzlMs4WabnWGkFPsrW23pgx44d5OfnM2vWrDqvV/+fSUpKQqPRMGXKlDrTNbWFqjm+/fZbLl++zMyZM2tdGzFiBGFhYSQlJTFmzBhycnKIiYkhNjaWmTNnotFomDx5cq1z77//Pps3b2bt2rUEBARw/vx5zp8/bys3Li4OlUrFtm3b0Gq1LFmyhL/85S+kp6czZswYfv/9d7Zv387OnTsB0Gq1rF+/nsWLF5OcnEyXLl3Izc21BUStSQQ3gtBGabXaRtMoFArbLKnKSseMeRDajnMVBpz+9xTfEhKJBCeJhMwKx7QebtmypVbL5csvv4yTU9VXYkRERIP509PTCQ4OtqUHSExMZM6cObbfL1y4YNf/seaqHv8TGRlZ5/WIiAhbGl9fX5ycnNBoNPj6+gJVLbdXn8vKyiI0NJS+ffsikUhqbB+xZ88eDhw4QF5eHkqlEoBFixbx3//+l3Xr1vHss8/ayqwur7pMX19fYmJikMvlBAQEcPfddzv+DbmK6JYShDbKnm6pK2dUiV3BhaY6X2HEReaYrxkXmZSsCse0Hg4YMIDU1NQax+TJk5u8a/mVJk6cSGpqKkuWLKGsrKxFZTWFI19n/PjxpKamEh4ezrRp0/j2229t144cOUJpaSnt2rWrsUN5RkYGZ8+erbfMuLg4KioqCA4OZtKkSWzcuPGaPCiJlhtBaKNUqsbXDrEnjSDUxWq1YrRYmj3W5moyiQSjxYLVam1xS5CLiwshISG1zoeFhQFVU6R79+5db/7Q0FD27NmDyWSyjUtzd3fH3d2d7OzsFtXNXtV1TUtLo0+fPrWup6WlcfvttzepzB49epCRkcG2bdvYuXMno0ePJiYmhnXr1lFaWoqfnx+7d++ula+hLm5/f39OnTrFzp07+e6775gyZQpvv/02P/74Y6vubi5abgShjbJnKnh187MgNJVEIkEhlWJ2UMuC2WpFIZW26niWwYMH4+XlxcKFC+u8XlRUBEB8fDylpaV8+OGHrVaXxgwePBhPT0/eeeedWtc2b97M6dOniY+Pb3K5bm5ujBkzhqVLl/Lll1+yfv16CgoK6NGjB7m5uTg5ORESElLj8PLyAqq6sa+egg5VD0kjRozg/fffZ/fu3ezbt49jx441/aabQLTcCEIbZU/g4urqeg1qItyq/FUKDhQ5piupzGzhDtemrapdH4PBQG5ubo1zTk5OeHl5sWzZMuLi4hg5ciTTpk0jJCSE/Px81q5dS1ZWFsnJyfTu3ZuEhAQSEhLIzMzk4Ycfxt/fn5ycHJYvX45EImny9iZN5eLiwpIlS3jsscd49tlnmTp1Km5ubuzatYsXX3yRRx99lNGjRzepzMTERPz8/OjevTtSqZSvvvoKX19f3N3diYmJoXfv3jz44IMsXLiQsLAw/vzzT7755hseeughevXqRWBgIBkZGaSmptKxY0dcXV1JSkrCbDYTHR2NWq1m1apVqFSqGuN5WoNouRGENkomkzWapqkL/Qk3N4PBQHl5eZ1P380RqFJSabW2eFyI1Wql0mqlk8oxLYnbt2/Hz8+vxtG3b18ARo0axd69e5HL5Tz++ONEREQQHx+PTqdjwYIFtjIWLVrEmjVrSElJYfjw4YSGhhIXF4fFYmHfvn24ubk5pK4NefTRR/nhhx/IysqiX79+hIeHs3jxYl555RWSk5Ob3Mrl6urKwoUL6dWrF3fddRfnzp1j69atSP/XYrZ161buu+8+JkyYQFhYGI899hiZmZn4+FRtc/rII48QGxvLgAED8Pb2JikpCXd3d5YuXcq9995L165d2blzJ19//XWrr6sjsV6rUU83kOLiYrRaLTqd7pp8AAXhRjF//nzbz6+99lqjT5cpKSls3rzZ9vvcuXNbrW7C9WO1WiksLKS8vJyKigqsVis+Pj71zvbR6/VkZGQQFBTU4DYeFw0m/vVHDkpp1ZYKzXXZWInRYuWlYL9WnQou3Bga+nzZ+/0tWm4EoY2yp9m8NaeyCjeOkpISysrKKCoqwmg0UlFRQUZGBjqdrkXl+ijl9NKqyTWamj32xmy1kms00VOrFoGNYDcx5kYQhHqJbqlbn8lkoqSkhLy8ExgMx9AbzpOfX0x5mZzjJywEBzvj0z4Ub+9BuLo2bfYNwDBvd06XG8goN9K5iVswWK1WMsqNBKqUDPN2b/JrX29dunQhMzOzzmtLlixh7Nix9eZdvXo1f/3rX+u81qlTJ44fP+6QOt6qRHAjCEK9mrr/lHDzycs7yYm0TykqzMBi1SOVVGAwuFBe3g5rmRNpaX9SVHSIC38mo9X2JKTzi0ilPnaX7yF3YoyvJysu5HO23EiQnZtnmv8X2GjlMsb4euIhv/m+rrZu3Vrv+lDV41TqM3LkSKKjo+u81ppTqG8VN9+nRRCEa+bKFViFW8/5819x9NgKLl2SY9ArMZtVmM2+KBTlOMkrqCh3p6xUS8HlEiTkYTJ9T3HxEQL8XwRC7X6dSI2KCbd58WVuASfL9Pgq5HjKZXW24litVgpMZnKNJgJVSsb4ehKpuTnXW2rJjCBXV1cxW7EFxF8uQRDqJda5uXVlZS0nLW0pRUUayso8sVqkmCrlGA0qKvQa3N1zcFbp0OvdKNL54KwqwUluwmjM51zmx3i4z2/8Ra4QqVHx/zr5sPVSEb/pyjlZpsdJIsFFJkUmkWC2WikzW6i0WnF3cmJQOzeGebvflC02wvUnPjWCINTrWmwAKFx7ly59z9k//k15hZyS4vZglWC1gkxqRiazYrVK0Fe44OJShAQLlZVySks9UanKUCpNWC0VVFYWYzSWNjhb6moecifGdvAipp2JY6UVnKswcL7CiNFiwUUm4w5XBZ1USu7UqMTg4TbMEZO4RXAjCEK9RHBz6zGZCjl58lWMBgOlJT5UViqwWCU4OVVgMqmRy0sxGp3R67VUTai1YjKpKS3xxNX1MgpFPpXmIiwWIyUlF9Fo3JFKm/ZV4qOU1wheHLGlgnDrqN6styVji0RwIwiC0Iakp/8To+kier2WsnIPwIpUYsZgUGOuVAIWLFZFVdBT4YaLuhAJFvR6DaWlHrioi3GSF1Oh382lS8OQyVRotX4iOBFazGq1Ul5eTl5eHu7u7nYtNFofEdwIgiC0EaWl6VzM24HVKqG0zINKkxKzRYIE0Os1SJAhlRqxWsBilmG1gKlSjkxmwmxWUFLihVabg0ZuxGBYD0BOzmAKCsqRSJr/RSQIV3J3d8fX17dFZYjgRhAEoY3IOv8pVmsFRqOCinJ3LBYpVquEigoNFrMcidSMk9SKFTNSqQWLxQl9hQcKRSlWK5iMKkpLPXFxKUMisWIwrMNi2Y+v7+t4eNQ9bVkQmkIul7eoxaaaCG4EoY1ogzutCFcwGC5SVPQbYKWi3B2TSYnZLMVU6URlpTMWiwQnSSUmE1gsCiorzYAUi0WGVKpAIrVQaZZRXu6O2ZyDk1PV+i2VpjwqKzNxdr7/ut6fIFxJBDeCIAhtQEnJCYzGy1itUFrqjtksx2KRUWlSYTbLAAkmkzNQvbaKBZAAZgwGZxQKPVglGAyu6PUqNJqq4MaKkeKStOtzU4JQD7G3lCC0ERaL5XpXQbiOysszgUr0ejVGo4rKSjlmswKTSUHVc64MuHJ2ipSq4MYJkGM2y6msdKLSJKeszL1G2QZDtmgZFG4oIrgRhDbCbDZf7yoI11GFvioAKSvzoLJSgalShl7vBCioCmIamu0kxWyWI5VCpVlBRbkWs/n/vj6MxstitpRwQ7kmwc0HH3xAYGAgzs7OREdHc+DAgXrTLl26lH79+uHh4YGHhwcxMTG10o8fPx6JRFLjiI2Nbe3bEISbmtFovN5VEK4Tq9WK1WrCYpGgr9BiNCmxmBVYrU3ZO8wJk8kJo0GO0eSMyfR/WyKYzRWOr7QgtECrBzdffvklM2bMYO7cuRw+fJhu3boxZMgQ8vLy6ky/e/du4uPj+eGHH9i3bx/+/v4MHjyYCxcu1EgXGxtLTk6O7UhKSmrtWxGEm5per7/eVRCuE4lEglSqoKLCFaNRgcnkjF6vpGlfARKsVicsFgUGvQp9xf+tTGy1mEW3lHBDafXgJjExkUmTJjFhwgRuv/12Pv74Y9RqNZ9++mmd6VevXs2UKVOIiooiIiKCZcuWYbFY2LVrV410SqUSX19f2+Hh4dHatyIIN7XqVT+FtsnZuSMVFZ6YzXJMRjlV3VFNJa2aYWVSUKH3sJ2TOd2cG1sKt65WDW6MRiO//fYbMTEx//eCUikxMTHs27fPrjLKy8sxmUx4enrWOL97927at29PeHg4zz33HJcvX663DIPBQHFxcY1DENqa0tLS610F4TpSKjpiMLih16uprFRQ/59/CxJJBVBZx7WqQcYmkwqD3uV/426cUCi8xJgb4YbSqsFNfn4+ZrMZHx+fGud9fHzIzc21q4yXXnqJDh061AiQYmNj+fzzz9m1axdvvfUWP/74I0OHDq13wOSbb76JVqu1Hf7+/s2/KUG4SZWUlLS4DNH1cPMyGjuA1RWDQY3FUl+rjRWJpBK1SzEqVVE9aaSYzU4Yjc6YjGpkMgUu6qBWqrUgNM8Nvc7Nv/71L5KTk9m9e3eNnWcfe+wx28933nknXbt2pXPnzuzevZu//OUvtcqZPXs2M2bMsP1eXFwsAhyhzdHpdC0uw2w24+R0Q//ZEOqh05mxWPyorNRRNe27bkplGe3bZ2IyqsnOdqf214QUi0VKhV6FweiCm0yCVturFWsuCE3Xqi03Xl5eyGQyLl68WOP8xYsXG903YtGiRfzrX//i22+/pWvXrg2mDQ4OxsvLizNnztR5XalU4ubmVuMQhLZGtNy0XZWVleh0Oiorvag0OzeQ0oi7x0W02su088pCoairu18CyDAZVej1HqhUt+Hp2aeVai4IzdOqwY1CoaBnz541BgNXDw7u3bt3vfkWLlzIP/7xD7Zv306vXo0/EWRnZ3P58mX8/PwcUm9BuBU5YraUmHF1c7p8+fL/xh6awKqsJ5UFtboUL6/zqNU6XFx0tG+fU09aCZWVSozGdnh5DUGpbN9aVReEZmn12VIzZsxg6dKlfPbZZ6SlpfHcc89RVlbGhAkTAHjqqaeYPXu2Lf1bb73Fa6+9xqeffkpgYCC5ubnk5ubaBkOWlpby4osvsn//fs6dO8euXbsYNWoUISEhDBkypLVvRxBuWo4YUCzWyrk55eXlUVpaSkVF/evRSCRm3D3+xNW1EKnUilQKrm5FQF3/5hIqK+VYLR1x1w5trWoLQrO1euf5mDFjuHTpEnPmzCE3N5eoqCi2b99uG2SclZWFVPp/MdZHH32E0Wjk0UcfrVHO3LlzmTdvHjKZjKNHj/LZZ59RVFREhw4dGDx4MP/4xz9QKut7IhEE4cqp4FeOYWsK0XJz8zEYDJSUlHDp0qUrglM5YLoilRWlcwk+PueQyf5vYoZarcNZVYS+4uqWmaptGazW2zAaxRgs4cZzTT6VU6dOZerUqXVe2717d43fz50712BZKpWKHTt2OKhmgtB2XBmYiOCm7SgoKECv11NYWHjVlep9pExIJGbatcvBxaWsRgpnZz1abUEdwY0UkFFRYaGkpIT27UW3lHBjEXtLCUIbcWWXUnODm4a6NYQbj9VqJT8/H51Oh8FgqCeVHBcXJwIDK3FyckciUSGRVG2mKZFIcXMroWqH8P9LXz3bqrS0lPz8/Na9CUFoBtGeKAhtUHNnDNb/BSnciPR6PaWlpeTk5FBZWdeifODk5ERYWBe6dR1IaWkaxSXHMJkKqawsx0mmRir14nyWkroa7SorKyksLKSyslIsESDcUMSnURDaIBcXl2blKysrazyRcMMoKiqirKyMoqKietOo1Wruuqsv3t6+eHsPBKpafCQSCVarFYPBQPb5r/jjjz9q5TWbzRQUFFBRUYGrq2tr3YYgNJnolhKENqi5X0QiuLl5VHdJ5ebmYjKZ6kwjk8no2LFjrTEz1VspSCQSlEolt912W72vUVRUJLorhRuOCG4EoQ3SarXNyic237x5VFRUUFpaSl5eXr1plEol3bt3rzFj9WoSiQRfX99601RUVFBQUNDi+gqCI4ngRhDaoOYGN+IJ/eZRWFiITqdr8N+sffv2BAU1vi+Ut7c3KlXdO38bjUYuXbrU7HoKQmsQwY0gtEHNHVAsgpubg8VioaCggKysrHoHEiuVSu68805ksvr3marm5uaGl5dXndeuHFQsCDcKEdwIQhtU31N4XarHXwD1jt0Qbizl5eWUlJQ02F3k7u5ORESEXeUpFIp6x91YLBYuX74s1kASbigiuBGENqgp03YVCoXtZ/EFdnPQ6XRcuHCh3qn7MpmM8PBw1Gq1XeVJJBJ8fHxqBLpXKi4udsj2HoLgKCK4EW5cYgfqVtOU4ObKtGKdmxtfdUvKn3/+WW8aNzc37rjjjiaV6+3tXe/ij3WvgCwI149Y50a4cZTkQs5RKMyAgnNg0oNUDt6dwSMI/LqCq+/1ruUtwZ5xFtWUSqVtCrjYOPPGV15eTn5+PiUlJfWmCQgIqHcMTX3c3d3x9PTkwoULta4ZjUby8vKIjIxscn2FW5DVCvW08l0rIrgRrr/yAkhZBUeSIO80NTf0u4KTCiJGwLC3QO15Tat4q6mve6EuarVaTPW9ieh0OjIyMjCbzXVe12g0dO3atUmfAajassPHx6fO4MZisXDx4kXMZnOTAmfhJlQduFwZwJTkwp9Hqh5MCzPBYqp6MPUMvG4PpiK4Ea6vzH2w9SW4eKTxtJUV8PtaOL4RBr8Ovae0fv2EJg0+Fq4vi8XCpUuXGtzvydfXl4CAgCaXLZFI8PPzq/f65cuXqaioQKPRNLls4QZW3aKeewT+TIXyy2AsB5kTmAxQUQD6Iqg0gcQKVkAqBZkS5CpQeYDbbdB5AHR/4po9mIrgRrh+TmyGTX8DQ1HT8llNsGM2/PEzjE1qlaoJ/8feQafC9VdeXk5GRka9A7+VSiVdunRp9j5Q7du3R6FQ1Nk9WVZWhk6nE8HNraK8ANK+hnN74NJJ0OvA8r8NVI2lYCgG61Wtg9XDJM2A2QjGkqpgqDinqoyz38P9L0Gn3q1efTGgWLg+MvfCf59remBzpdNb4aunHVYloW7N3YdKuPYKCgo4f/58vdfbtWtH586dm12+h4dHvWskGQwGMaj4VnHxOPy8CI6tg7wTVS01Kk9QaUFfWNVSc3VgUx+rGYzFUHoJclLhm4SqB9tWJoIb4dorL4CNk6ui/5Y6vg5ObGl5OUK9xIaINweLxcL58+cpLi6u87pEIiEiIqJFLStqtbregchms7nO8TjCTebicTiwFPJOVgUxlkrQtAdTOVw+A8Yy/q+JpgmsJqgohKIs+PFfVQ+4rUgEN8K198u7UJTpuPLWP+O4soRaRDfDzaG0tJQzZ87UO5C4etG+pg4kvpJMJqNDhw51XrNarfz/9t47Xo6zvvd/z+zM9t2ze+rqVNWjo2LJsmzLAoyNkUtwwOYSg31NDT+cS01iCCU3QMAQc4mTAIkvSSAEyDUYMNgxzdjYMm6yZEsu6l06Or1vL9N+f+zZ1Sm7e3qTn7dfa52deebZZ3ZmZz7zfb6lq6ur6OcLlgCJAXj5Poj3ZqehjAy4KrJTUEOtoGeYlrAZSSaadTr+w9eznzdHCHEjmF8infDC92a3TyMJu787u30K8gjLzdKgu7u7ZJHM1atXU1FRMePPWbZsWdEimuFwWBRXXcoc/mVWeBiZrLhxlWctN0PnssswZ+dzMjHo2g8v3Tc7/RVAiBvB/HLov7PKfbZ58iuz36cAEA7FSwHDMDh58mRRYeF2u7noootKVv+eLBUVFUXPiVgsJvxuliqRTmh7ARy+bISU3ZsN9Y51ZaekZjunanIQjv0u+1lzgBA3gvnlcGn/GBOJMF46qaKDSgbxYkzmNE2KC2oprBlkexah4IufXG6bYjQ2NhadTpoqHo+H8vLC4byGYZS0HgkWMV37ITmUDenWUqC6s9NQySGyymaWrDY5LAP6jmTDzOcAEQoumF/6jhZdlcTOGRp4lVV0UkMGO3Y0ltHNFg6zmtbSMifaJTIYF8E0p39hUlV1FkcimAs6OjqKWkzsdjsXX3zxrCXXs9vthEIhWltbx60zTZOurrl5EhfMMYOnwaZmI1hlGSSyzsPGxMVyTSQsIIGbFA4sJBxkcJHCXiwpK0AynM2f03zdbO1FHiFuBPNH1wGIF04ulkblECt5gstIEMgvTwJh/JyhnhZOcRV7CBAv3P/xJ+GSW2d92BcCMxE3082JIpgfdF3nwIEDRSu2V1VV0dTUNKuf2djYyJ49ewqu6+zsRNd1cd4sNQbPgt2T9a+xDRfL1ZOASdpSSOJBQyaNAwtwkMZOhiheBgjQRxAJExkLB2lsmNTRQx0lLHmmAR0vzcnuiLNPMD90H4Rnv0Uh06aJxDEaeYTXo1NoLl8ihZuX2cBJ6rmSF9jKkfFWnD3fFeKmCDMpeDkbfhqCuaO/v5/Ozs6C6yRJYsuWLUULXk6XXBHNQskCBwYGiMfjlJWVzepnCuYQy8o6DEu24fw12Yg6K5MiYnmJo6IhER3hJpDCTi8VpFHQsZNGIY4bkDABE5lNHCwtbjCzEVNzUItKXLUEc08uvLB9b8HVXZTzKFcUETYjkYgS4De8me/wP2ilkjTqeT+3rheyuRkE45hJBMtMQocFc8/x48eLFsn0+/00NzfP+md6PJ6iUXSappUs/yBYhEhS1lpjGVmBM3xVDVsu4rjQsJHGgYcEZUTxEieMnzguoniJ4iKKBwtpWOS4SOCim6qJPjg79TUH1xghbgRzz+FfZp3Vwm3jVqVReJpLiDHWQdHATgrQC3Qo00Ud/8k7eZgr6aCaPoLEcGM+LqKmClEssZtgaZNMJjl69GhRh/ENGzbMSZ4il8tFdXV1wXWGYQi/m6VIsCkrNFxlYGRIGAoJXBiSAkh4SeAnRh1dZFBxksZHDDcpLGRUDFQ0XMRxk8RNkjo6Sn+mJGWjsmYQ8FAMIW4Ec0suvDDSCcb4qZHjNHCENaOWqSRYx0k2cJwNnKSGLmB8LRuwcYgN/JgbOEcNYbz0nnqFdN94R8fXOuFweKGHIJgDenp6ikYnORwOLr300jmxvMmyXNKPR2QqXoIEV2Sdhx0BDMMirNuxbHZMyYaKiYpOOUN0U0kYPzo2XKRRyeAmiYcEHhIogIpJNf3UMYEFT1azhTWF5Uaw5Ojan41iivUwNlFCDBe/5wpgZBRHmjeyl40cpYEuquinlh6a6KSMPrIV2UYTp4zfcDVHWE5G0xg4uJNkMjmXe7Xk6O/vX+ghCGYZwzDYv39/wSKWAE1NTXPq9xIKhYo6DXd3dxd1cBYsUpZtAlcAFDthOYClp9BtLlTJQpYlyokQx0UP5aRwYEMnjpMMdtwkqWQADylsWPiJ4ifG6Gv7WCRQHFC7ZU52RzgUC+aWwdNZU6c+WmxYwC42EGZ0nZpqejhBIwar0FAwsCFjIaPjIYObbqK4iFHGSG2uo/IsW9GQWdf2KkPN12Gz2bDb7fOwk4ufYj4ZgqVLNBrl1KlTBdfJssy2bdvm1Bnc6/Xi8XgKWgXj8ThDQ0NUVU3kcyFYNPhCUH8Z6SOPkXLVYIS7kO0esKmUWREkU6LTqiaOFxsGSewkcCMDbpIo6OjYqKYPF0kyOIZdC4og2bI1q5ZtnpPdEeJGMLfkUnkbo31n2qjkOS4b01inh2VkRYvMeUuPhYSFgoYTHQcJgpyjlyApzlcotlDYzRbo7GNdJsPAwADV1dUi2gcYGhpa6CEIZhHLsjh79mzR6cbKykoaGxvndAxer5eKioqCY8hkMnR3dwtxs8SwWv6YcOsxrEwnmurDaURx2VVclkafWUW/WYFlZWNeY3gwkfETQUEnjgcFgyBDyJhoKKQoEqUnyVlfm9otWYvRHCDEjWDuyIUXpoe94a1s2Pdx6vgp1zP+9Bv7Xsr/awEaNjTAhpM0KeroRqOHVlZl20rZPnbHK9n91PeRK2VUt0pDdQMN3gbWVayjyv3avNiOvAEJa9bSJ5VKcfDgwaL5izZv3jzneWZUVaWurq6g9ciyLNra2ti4ceOcjkEwuyRwoq/5I9KvPIjdmUZOJSmT0qQVH+16JWmc2EnQRzkpnLhJ4iJDCpUMdioYxE2KNmpJ4cQs5PkiydnIrMo1sPwNc5Z4VYgbwdwxMrwQCQ2Fl1nLI1yOOWHYdzbnpUz2KcFCIjcNZaAQw4uGwjK6aJFe4QibMJCHs+gocEojpsWIeCLs6tlFWk7jtDlZHVjNm5vezKU1l76mhM5IHyRRK2rpMzg4WDBDMGSP7yWXXDIv41i2bBmSJBWM1mpra8M0TWE5XSKYpkk0GkX3NyK13Ih85nHKhuJIaTudSQ8RfCiSRpgACcuJhEkZYTRU4njxECdAmH6CxHHhIU6QkVGaUvaeIKtQsQYaL4d1b52z/RHiRjC3BJvAMtEllZetFTzG5ZiMD01VSeEhhZckfiIECeMmhYFEDBe9VDGAnwh+rGEntTROWqV6TBzEOISX9diQ88m+7efshKvDJB1JhtQhDAzORs7yh7Y/UOup5YraK3jn2neyKrBqHr+QhUHXz08LiuRqSxtN0zh27FjRxIyrVq2a9aR9xaisrMTlchXMozQ0NEQikZiTUHTB7BOJRDAMg1QqhSe0FmdoBa6upxg69hydyQiWnsKwMkTxoEsKVVYfOjYSuLFhUEaMJA4ieNGxoWCiMVy6RZIBKVuvqrI5OxV18e3gLlyjbDYQ4kYwtwRXYClOTliNPMmlaAWETT2n2Ugry+imgjAOMigjMhkncNJNBZ1U0U4VZ6gjgQ8kMFHQqMGLDBxDoyW/nR07dT11HKs6hh07KTWFhIRmaJyNnKU91s6ujl3csOIGbl93O2WO18ZN3+/3T9xIsGiJx+McPHiw4DpFUdi+ffu8jcXj8VBWVlZQ3GQyGfr6+oS4WQKkUikSiQSpVAqHw4HNZqOsqpF05a2cTDWQsZ9GjrXT29uHlkriMuI4ZImw5Sdj2QgSRiVNPxXE8eAhjoskDkkHSQXZDt6qbLh5aH1W2NRsmNN9EuJGMLcs20S3Us+T+EgwXjws5xTv5jfYKJ7EyU2KRjrxEcdHnABxDkkNDFGNBqjIQDVR7ETpoorzc7h+/KzoX8HJmpOkpBSafD481TANTkdO82+v/Bu/OfUbPn7Jx7l++fWzufeLkpmKG8uyRNbiBcIwDDo6OoqG9ldVVREKzV/xWJfLRVVVVcHyD5qm0drayvLly+dtPIKpYxgGQ0NDaJqGaZqoqpq/Rhw7doyYbsMsX0nEXk3GEcfUdSpCQcIdZ0nGIzj1IbyZs0QSDsKmHxUza7eRvGTcdeAywFOdteLXX5adippDi00OIW4Ec0pSKWOXtp5utKzD7wgN42GIm3iipLDJYcOkgiEcZLCjc8JmkjJMnFQBNjQknAQxiBIffnbIUWFWkOhPEK+Ik7anz/spD2NicjZ6lk/94VN8ZddX+NGNP6LB3zA7X8AipLx8ZhcWwzBEUcQFIpFIsH///qIZibdu3TqvwlOSJBoaGnj11VcLrj9z5gxXXnmlEMOLFNM06e/vxzAMEokEfr8fl8uF0+nk6NGjDAwMkEqlkGU5b9kJhUJEkhoJezmys5Ky6mp0WSbceQ4j0ofTTGAz4kiKgVYuQUNT1mKzbNOcOQ8XQlyhBHOGYRgcOnSIV0cmqcwLnDTXsJsAk0+2JwE+EnjlDjrdLpyZVkibaNSQSxblwUeaNBoaam6+F6jP1JMMJ8mUZ0gpxXMvDGWGeMuDb+FNtW/iW9d+ayq7u2SorKycuFEJit1Ylwojx7+UbrqWZREOh4vmtvH7/WzYMLem/kIsW7YMh8NR0Aeov7+fRCKBx+MpsKVgITFNk4GBATRNIxaL4fV681ab48eP09XVRSqVQlEUwuEwqVQKr9ebF0KWZREIBLDZbITDYZI6OMvrUe12nB4PwYoKAqtWwQJNSwpxM4sYhoFpmiiKko8g0DQNTdNGOXQahkEmk0HX9Xx7h8OBw+HA4/EsqQuuYRj5aIix4+7s7OTXv/718DsVcq6+ksEl1hE2cWJan3nSIRGx97LcTBPDoCcNfqqxDZ/ODhwYGFhYSMNmGgmJlYmVxBwxOnwdGPL4TMcj2dmxkyt/fCVP3/b0tMa4mJnpjcYwDFRVnbjhIiGd7mFg4FkGBp4hGjtMPN6FzSYhSSoORzk+7zrKy99AefnrcTgK10taDCSTSY4fP140I3FzczMOh2OeR5UVVT6fr6C4SSQSDA4OCnEzjK7r+Wu/YWSvQbIsY7PZyGQyJJNJTNNEkiQURclbSHNTwYqiIMsylmVhGAa6rmNZFrIs43Q6cTgc+TY5xk4jW5aFZVkMDAyQyWSIx+O4XC4URckLm/b2dlKpFE6nk3g8Tjwex2azjRKxPp8v70wejUZxuVzIsozb7cblcmFa1oKcjzmEuJlF9u3bx5kzZ7DZbPkTLCdcVFXFZrPlvdF1XSeVSqFpGoZh5J8mFUXB4/Hg9/txOp04nU58Ph/l5eV4PJ4FD6t85ngv//X8WV5tC9MXTaGbWUOMwybhc6psqi/jrZtr2Vrn4de//OWYp3wVyLCW01wj7UOxCufomIhzioIqmdiVPvrtBh0uFT1mUa6HsA1bcGwF0n4rKKwbXEfKlqLX0ztuemosQ5khrrr/Kv5w6x+mNc7FykwjaTKZzLxF48wETRuis+tBTp78FqY5unDo8H0FXe8lHj9KV/dDOJ2NNDS8l2Wht6Oqgfkf8AREo1FeeeWVguvsdjuXXHLJgjwYeTweqqurC1YC13WdtrY26uvr531cC4llWei6TjKZJJFIkEgkSKfTeWGTExiJRIJIJMLg4CCJRIJMJpN/SIbsA2Mu03ruHmK32/P3BrfbjcPhwG63Y7PZcLlcZFA5O5ShM5qmK6IRTelEM9mQfMOS8DoUylSdGq9Chd1izbIgPlXF6/Vy9uxZOjs7SSaTeDwe0uk0Q0NDmKaJz+fLP7Q7nU48Hg+ZTIahoSEcDgeyLOPxeHC5XOi6zsDAAKdPn56TqvSTQYibWWTfvn0zqoY7Uq3bbDbcbjdutzuvyH0+H1VVVdTW1lJRUTGvF7Inj3bzyZ++Qn+8cL2YtGGRjmd44mgvO4/2cJWrixWML+i3elmI6/SX8AxaoCtgFar6XZp2VcFlZkVThzNFl9qF4bKR6YdQJlRQ2ORw4WJT3yZe4iUGPAMTCpyB9ACff/rz3HXlXVMe52JlplaXYpaDxUQsdpRX93+CZHLy1sFUqpXjx79Cb8+TrF3713i9a+dwhFMjk8nQ1dVVNCNxTU3NgmUDlmWZZcuWcejQoYLrT548ybZt25aURXoqGIZBOp3OW+gzw9nRo9Fo/uG1v78/77+SEzi513QZeb/Iig6JhGYRMWWipj2bkA8Zg2zWMB0J3ZJQdA27nE2NqtsULMlJqDLAphonVjIbvp/QFXQjjKJFUSUDv9+HS3LQO5gknEyRNFX0jhSKlsDtUPA4TMp8bobCGpGBCIN9veiZJEq3jaY+laZyDxtq/VT75++hSIibWWQmwgYYNY0FEIvFAEZN+6iqisPhIBAIsHz5ctatW4ff788r59lmKJHhjh++wJ4zQ5PeplyKUKO1ZyehVPKeL83Nzdxwww0EHbfDnn+HA7+AaGc2g3GBgpiFsABNkrBJgMPHoNuHJEGfc5B++xCRgQhN0SacOJGL1IX14mVL3xb2s59eTy+WVNqH5KFTD/Gpyz91wYSKz9QZOBaLzdhvZy6JxY6y54V3YFnTK546FH6GV/d/hE0X/d9FI3BisRgvvvhiwXWSJLF169YFdfKur68v6nfT29tLKpXC5XItwMjmBsMwSCaTJJPJ/PXasiz6+/vp6uoiGo0yMDCQFzRzwdj7Re6x0z38MgHLzFopTWwYw5neTWR0U86KHdNGBplERw/Pd2STpmqWDbtq4ZEs3LKBqTg5kTTIdHbjk3Wcdjsup4yEQdrQiUZ1Yv0Qt1JYNic1Dh2XHgXZRjIe4cUzg+w62U+ZS+WSxiA3bAwRcM99lvR5meO49957Wb58OU6nk23btrFnz56S7X/2s5/R0tKC0+nkoosu4je/+c2o9ZZl8YUvfIFly5bhcrnYsWMHx48fn8tdWFBM08Q0zfyUVjgc5uzZs/zhD3/gO9/5Dt/73vf4/e9/z6lTpwiHw0VTsk+VI10RbvjGU1MSNnbSbJWPn3fl1bI/usraRt761rcSDAazYYBXfxbe9zC85R7Y+l5ofAP460BxgVTkIi2rSN4Qqq8Wo+4yrEveS0ZxIssKhmmQVtIcqzjG06GnOeM6Q4IERhHR5MXLRX0XUROrQbImfqJ896/fPenvYLEz0yfoQjlNFguaNsgLL94ybWGTI5k8w4GDn0TThmZnYDPAMAx6e3tpb28vuN7v97Nq1cImoqysrCzqV5MrornUsSyLZDJJf38/3d3dRCKRvLDIZDLs37+fZ555hj179nDgwAE6OjrmTNiMROO8sBmJbILNADvgxMCDjhcdHxkCpCgnSYA4lSQIkKCMBF5SBKU4Tj2FrCWIpnW64hqxRBxbKkoyEadjMMrxzkHau/po7U/QNpSmLW7RHbeIxGIMhAeJJDNosorLV8GqKi9ra3w4FBtPHOnhX544wZGuSIERzy5zLvV/8pOfcOedd/Kv//qvbNu2jW984xtcf/31HD16lOrq8c57zz33HLfddht33303f/zHf8yPfvQjbr75Zvbt25evU/L1r3+db33rW/zgBz9gxYoVfP7zn+f666/n0KFDC+oLkPOpmU8Mw6Cvr4++vj527dpFMBikrq6O6upqampqqK6uxufzYbOVKj0/niNdEe744Yt0RQpnQS2EhMUaqZ3qMffO/gxIZRvR5TFq3ReCze/KviBbiwqyKboBdB0UJbvcsrLLJYm6w/fxcs/LYPdiSRbW8BRVzr8n5Uyx37mfw/phaiO1NCWa8Om+UdFTkBU4G/o3gAU93h5MubgoPBM9w8mhkxdENuOZipuBgYFZGsns88orn8A047PSVzx+mFOn7mXt2v89K/1Nl5yvTbEotebm5gV32HW73VRVVRU8N3Rd58yZMyxbtmwBRjZzTNMkkUgQi8XyD46maaJpGt3d3Rw8eJD29vYFiSIs7CQAw3NRBZFGvNxYgJ5PxpEtdTOyfw0ZDRkZGxJJJJxSZrgYjoUFpFFxSBoGEjYs7LpBFIm2vjSnetowHVG2NgXZVB+gzKVypj/OD587y3tf10RLaO4Sis655eYf//Ef+dCHPsQHPvAB1q9fz7/+67/idrv53ve+V7D9N7/5TW644Qb+6q/+inXr1nHXXXdxySWX8C//8i9A9gb2jW98g7/5m7/hpptuYtOmTfzwhz+ko6ODhx56aK53pySBQGDcjWO+55kHBwc5cOAAO3fu5MEHH+SHP/wh9913H88880zeUWwiy85gPMM3Hj1K68DUnn6rpUEuso2+uOnATmM9vzjQzyMHJpi2GxYveXJmdkkCWc6va/A1oJnZn7XT5hz+iYE5xkFZV3Ray1t5uvZpXg68TJjx/gpevFw0cBFVkSpsZmkB+IODPyg9/tcIxfw+Fpp0uptw5LlZ7bO948ek0+N9x+YL0zTp7e3l6NGjBdfnrNsL7c8iyzK1tbVF1x89enRJphBIJpP09PSMKk1w8uRJnnjiCX7yk5/wu9/9jra2tnnZN1mWsdvtWedhRSErLwpgUlTYjEQa87dENqGGMuJlB3wYeNCwkyFAGh8p/KTwkMGNhocUZSQJSikCJHGSxoNGQEoSsJJEUjo7j/bynadO0j6YYGWlh0hK44EX2xhKzJ3/3pxabjKZDHv37uVzn/tcfpksy+zYsYNdu3YV3GbXrl3ceeedo5Zdf/31eeFy+vRpurq62LFjR359WVkZ27ZtY9euXdx6663j+kyn06PmgiORuTGJ1dTU5M2QlmVhmmb+pB8ZEZULzct5zI98P1tYlkUqlSKVSjE4OMi5c+fYs2dP3qJTW1tLIBDA6/Xi9XpHWXZ+d7CLxw5P7YLuIcF226lxJ9Szei0p3JAxePRgF9e0VM/YqWxd+Tr8dj9D6SECjgBD6SFskg3DKmI1k6Ej0MGQa4iNnRtZxugnSDdutg5tZb+5n25/Nxml8A/upZ6X6E30vqYKbhZisYqbV1796Kz3aVlJWlv/kzVrPjPrfU+GWCzG/v37iz6Q1NfXLxqLSGNjI3a7vaDD+cDAALFYDJ/PtwAjmzq6rhMOh0mn0/npqOPHj3Ps2DEikci0p/4lSUKWZSRJyv898j4w8pVrP3KZpmnZqCdTIoWCjomMNPxf1lxjGtao6/BIEWNx3qgzUtAUk8bnyxWfT1EmD/9rIaEDKtnCyCYmNizM4ZFk+x5RRkcz+e+XO9jcWMbrV1VxrDvKIwe6uPXyxml9lxMxp+Kmr68PwzCoqakZtbympoYjR44U3Karq6tg+5yzbu7fUm3Gcvfdd/OlL31pWvswFQKBAAMDA9hsNiRJypsuc2mtc/kLZFnOCx/LslBVNX/C59B1Pb+dYRijwgOng67rRKNRYrEY3d3dHDt2jLKyMioqKigvL6eqqgqPx0PckHnoxdNIloGMhJn/CRTHS5wrlWPjqka1WirnRgiJp471crAjMmNxU+WuYnPVZp5qe4pqdzWt0VYkpLwFpxgJR4JX617F0e6gnNFZelVULo5cTEeig9ZAK0OuITTbaKPvYGqQwwOHX/PiJh6fnWmf2SYafWlO+u3p/d2CiBvLsujq6ipZR2rt2rWLJlt0TU0NZWVl9Pb2jlsXj8cZHBxc9OLGNE1isRjxeDxfJbutrY2DBw9O2W8olzdGVdV8BKzH46G8vJzKykokSULTNFKpFLFYjKGhIWKxWD5VSC76Stf1/P0EwDBMtHz5YJCwZZ2EkcloMjIWGSwsTOzD7YbLVg63H95Xzk9BjbzKj5zOGfn3WEtPTsJm7xQy1nCPUu6+YWXHOer7BV5uzT4cbawNsK91cFYeeAuxOH4Vc8znPve5UdagSCRCQ8Psp9cPBoPZPAOZzChRAudNipAVGjlLSS7pkqqq+VwF6nDOgbKyMtxuN6qqkslk6O/vz4cURqNREonElH18LMsiFovlf0zt7e35nAler5eooZLsilIjqWio6NjIoJCyFPRRIdYWdgxqpDAbbOeoGOO4mwJ2Gy2M/EnoFuw+3c+bWmaeKG1H0w5OhU/RGmnFo3iIatHS1pvcuNQUu+p2cXX71aNKNADIyNTr9VT0VdBn76PX20u3q5uMmv0Z66bOuei5GY99qbOYHYpLoWk2+vsaSCT8SJKByx3B7x/C5YpSalYnlRpfN2k+iMfjvPzyy0UfaqqqqmhpaSm4biFwOp1UVlYWFDemaXL48GEaG+fmKX2m5HLORKNRDMMgFovR09PD4cOHC9bNKoaiKPh8PgKBAH6/H4/Hk89TVltbW7CIqK7reZ+eVCpFJBJhaGiIcDhMJBLJlz1IpVKYpklG0/P+iVnLioGMkbey5CQGMBwdRb4tw21GipZcG3N4uTG8bKzVZuQ2JmDHzEdfaRjYhj81Z82RJZMKOUnrmNPXAl45F6ap3E1SM2flgbcQcypuKisrsdlsdHd3j1re3d1dtLhbKBQq2T73b3d39yhzbHd3NxdffHHBPnPZf+eaaDSaFza5/AU5sQLkL1K5TI+5KSGfz4eqqnmB4fV6RyVnGpmlMpVKMTAwQG9vL729vYTDYQYHBxkaGpryTSf3VJCbSsvlSlhrmqyxSWjYSKISs1RSloMEdmJWVqB5pBQhKUq1FKPQN/uksZJ0gTXPHO+DP5rSMAtS5ijjptU3cf+R++mKd5HQE8jIRaOjRqKrOjuX7eTNnW/GxfjwVBcuGjIN1A7UkiBBu7udE8ETyKpMe7RwxMpiZjamO91ud/78SiZnFok0F6RSpf25wuEghw9djq4HOH+ZTuMv66W6up3KyrMoSrFzJzNnxUKL9WtZFmfPnuXw4cMFt1MUhaampkVVcVuSJJqamjhy5EjBc+7UqVNomrboslvnBEXuetjT08PJkycn7SekKArBYDCfa6isrAyv15vPOO/xePIPtsW2H5nlORAIEAqFyGQyaJrG0NAQPT09DA4OEo1G6eobAl3HwhjldWMbfmWnjKz8NFKuhc55kTLyMTVntTFHtDfJioPcMnlEu5zwseW3M/OhGtbwexMLCRm9yNdnWvD7Q91ctbaG1oG5eViaU3Fjt9vZunUrjz/+ODfffDOQvcE//vjjfOxjHyu4zfbt23n88cf5i7/4i/yyxx57jO3btwOwYsUKQqEQjz/+eF7MRCIRdu/ezYc//OG53J0JUVV1VCrsXJbKkWUWclaZqqqqfJI+WZbzJ3fuh1DogidJEi6Xi7q6Ompra/PWnMHBQTKZDJFIhPb2dvr6+ojH41NOtpb9IVtkf4YWTnR86FRLSSxp9BNAqcmqA2aAPitYcF37YGLWbhTNwWZubbkVWZIZTA+S1icf2WU4DJ4MPcnVXVcXFDiQzXLsw0dLooXGRCOnQ6fRTG3JVcWejQg+h8ORFzeFcpksND09e4uuC4cD7H/1amDs06GDSLiOaMRPPO6ltvY4Lldh4TZbxUKj0SidnZ0MDg4yODiIYRjYbDaCwSDBYJBly5bh8/mIxWI8++yzRfsJBoMLUkdqIpqamnA6nQUFcM4SUVFRsQAjG89IvxrIivbW1lZeeOGFSQn4yspKli9fTlVVFV6vF4/Hk3cxcLvdeDyeKUWpSpKUt6KPzGFTUVFBXV0dAwMDDA4O0rX3OKSiZJIJJHRsyMjoWCMsfCMtLjlywsckK3RG+trkxAqct+DAeSEz8u+xV76xUUkurGEXAZMawuwvsr+xjElfNLU0xQ3AnXfeyfve9z4uvfRSLr/8cr7xjW8Qj8f5wAc+AMB73/te6urquPvuuwH48z//c6666ir+4R/+gRtvvJH777+fF198kX//938HsifAX/zFX/CVr3yFNWvW5EPBa2tr8wJqociVSLAsi3Q6nS8ulkuL7fV6qaury7fJiZ3q6moCgcCULp6SJOFwOKitrSUUChGLxUgmk6xZswbDMOjp6aGtrY2+vj7C4TDRaHRS/RYLLRx58pdi0IKDZhPFpE80pc+qMGgONvPxLR+n3FnOL47/gu5E98QbDZNxZvhD6A9c3nX5OB+csbhxs65rHXpAR7pi6QgbmJ2Mwh6Ph8HBwVkYzdyQSJwtuDyVUtn/6hsYL2xySFiWn86ONaTTLupqj+MvGxg3TTXRb3NkUMDI4IDcuZ5IJHjppZc4efIk8Xg87xgK2emcjo4O7HY7Pp+Puro6wuFw0ekQRVGora2lrq6u5JgWgvLycsrLywvm5Emn05w+fXpRiJtcoEXuOMXjcZ5//vmiRUlHsmzZMlpaWggEAvns8TlRk7PUzDShqiRJ+cioHNXV1YTDYR45mcRKx4jrfaCncck6smWSMbIuxsoIJ96xfjaFruMjBQyMFyu5KauRRpiJPDFz61zFg9UBONEboznkn5MHxjkXN+9617vo7e3lC1/4Al1dXVx88cU88sgjeYfg1tbWUSfC6173On70ox/xN3/zN/z1X/81a9as4aGHHsrnuAH49Kc/TTwe54477mBoaIg3vOENPPLIIwte7yaXbjuXuTJXB6S8vJy6ujoqKyuJRqN5NZ97UpupmTZn+fH7/XkntGAwyJo1a/KhjD09PQwMDBCJRIhEIqNyNoxkRHnLKaMBzxtr0Ci+PyZZ691sZlMuc5TxkYs/wtaarXxtz9c4MTT5lPtpZ5rn659nRf8KViZX4ig4yZZFRoYjcOTIkUXl6zARs+EAvNB5VCYimRzvC2VZcOTIFmAyTqx2BvqXk06p1NW3Egx2oqrnfwk5C0uO7rTG/liS/dEEr0QSdGc0upLpbEI1w0S12XDZJEIOO/WWjuP0CSq6zuHOpPLiJzd1HYvF8j55yWSSzs7OcVPzIwkGg6xevXpRWg/tdjuhUKhowsEjR45wySWXLGiNvHg8no/4UxSFM2fO8PTTT+czwhfD6/WydetWampq8q4OuQCRnCvBXO6XLMsEg0HUQIh4LIKWcZCO9CLbdGRTJ6HLKKRxYAy79FrYMPI+NiOnlkZijXgVssqP9NHJiRyT8X45I9vn/87NYxUhktKwK/KcnMvz4lD8sY99rOg01JNPPjlu2S233MItt9xStD9Jkvjyl7/Ml7/85dka4qygaVp+OsjpdOL3+2loaMhPIUWj0bznfG1tbTZb7yyjquooseT3+/NCUtO0vL9OzjG5o6ODcDicz7Q5XUxgn7mMfkqXKMjm4pubi/K2Zdv41pu+xZ1P3smRwcLReIXQFI3j1cfp0DqoDldTH6/Hhw+lyM/joYce4qMf/eiij/zI0d/fP+M+FvO+Zgv5jRfU4bCfWHRs0kWTbJxHoQchmXi8gVMnndTWuQgE+nG7ItiU88JmUNO5v7Ofx/oiHIzGiZhFrt26ATqcS+u8YFnIwToCrgDru1tZ09WKQxtvTUskEhOG2dvtdqqqqlizZk3JdgvJ6tWr2b9/f0GLYUdHB7FYDL9/7pK3lSIWi+VTgSiKwgsvvMC+fftKRqI6HA4aGxvZtGkTgUAgL2BUVc0XipxPodlY6eHFWAZ30EFrwgYOA4cRpy8dI61pgIWKhUvK4JI0HBiowwHaNixs6Cict+LkQrvhvHCRKC50cu1yk91Zy05WTmX7MvNTXl1W6Yci3YDGcvdMv5KCvCaipeaL3JNYMBiksrKSVatW4XQ68yURVFXF7/dTX1+/IE51qqpSU1NDTU0NlmVhGAa6rhOLxWhvb6e1tZXDJ1sZ6OvHTjZXwsgQwmIYwCGjnBNW8SReOWSpuBPlbNDgb+CrV36VDz/2YXqSk8/VY0kWMXuMWFWMU5WnUDWVYCrIioEV1FCDhJSvVZVOp/ntb3/LO9/5zjnZh9lmNjIKL9TNaDJIkoRNGW1xsyw4fOiyMS11Nm3+HZKkMDBQwbnWdcD4i6+uV9F61kMq2UawvBefz0UsFuNAxuSfWnt4aShGZLI+2sPTHqYsM+D28czy9RyqrOV1pw9SPzRedI6dzhq7n7nrynwESEyXhoYGfD5fQVGdTCY5e/YsF1100byPa6Swyfl+Hjt2rOQ2NTU1LF++nObmZpxOZ94vZiIn4bmkqdzDrpP91ARc2OxOhiQZlztAXypObzKOhDX8Aptk4iKDT0rhREOVsulHkthwYFAjx/CSQcEY3irrcXM+qDubeT4bjSUNW3GsvNUmK2qydaqykVIWCjbSSCRQ6LYCJffFAmr9c/M9CnEzi+TyxuR+EIZhMDQ0lK/emkugtxgYWVE2F8K5efNmNncPcvM/PYZfTuEkg0PScEkZ/MTwouPgvMc8QBIbx81Kjli1+fDDUjhVec5N0s3BZr597bd5z6/fQ8KYhrOaBJpdo8feQ4+vh+ZMMy2dLaOqjR8+fJju7u5FczxLsRgsN7M9FTkWl7N+1PtYzINhjE45sLbl9/j92ZubqqZwOjTOta0glSwUuemmp6eZnp46GhvtPLT/MD+JaRw3ZSKqg3FOOYUoFGkjSQx4A/x2/RVs7DjNlrbjOPXxVtNCIsflclFeXr6orTZwvhRDsfPuwIEDbNy4cV6tHfF4PC9sDMPgt7/9bckQb4/HQ3V1NatWraKpqSnvTzM24elCsKHWT5lLJWNYLCtzcbovjkOV8ThVuqIqujnivLMgipNey4s6HMNkAComMhbHzRpUycRHgqCUxC1pZCwZDRuKZGBHx7JkojhJWnY0LFQMKuUkbjRkyUKyzGwhYytbeNOUJExspJHRJHvJaSmATQ2zP4MBQtzMKps3b8bhcOD3+7Nl4xOJvNIPhUKUlS3+qtKNNUEkdxlnE24c6NglAxsGDgycUpqAlMRHGptkkbDsnDPK6KIMa5KVPObKBDmW5mAzj97yKG/7xdsYyEzfchF0BKmqq8JeY4eXR6/7zW9+k3eMX8yU8t+YLFMNOe4+c4qTLz5P39kzDPV0oWUy2O12yqpDVDYtZ9WlV1CzfOWMx5XD5Wokmyw+OxVy9MiWUetluZ2qqvMO0U5nAgI9SJJFT0+GoaE6CrvMe2htVUm0/pYKfwWJihpUf5Ahjx9NKWF9LRVCLEkYNhuv1q0k6nRx6dmjlCcL+3vkrJw2m42KigqWL1++qMK/CyFJEqtXr+b48eMFI/XOnTs3r9mKR/rYaJrGww8/XNKamXtAXbt2LZWVldnztqxs0YSwV/udXNIY5IkjPayo9DAQzzCU0PDYbbhUmWh6/HduIZMZcY1OjzjXUxakUInjwmFpuCUNBZOoqRDGjmap+Uw6xvB25wwLBzo+KZ1tb2UtPyYSactGxpRxSCb9VunrvWqTqCmbm2rxQtzMIrFYjEAgQDQaJZlMIkkSXq+XmpqaRX9BGsmtlzdy75OnSKGSskb8oK3s/2z55E1Tf4J5w5r5y+5b5ijjD7f9gU89+Sl+d/Z3U96+2lXNmuAaar213HrprRyVj7Jv3778+tbWVsLh8KIXrSP9OKbrdD9Zh+LBrk5+++1v0HmkcFbdnjOnOL7nOZ7/+f2svmw7V/7P9xMMzbx8gM+3gYqKN9Lf/3vSaYVUanQk0ebNL4zbxulMANmEczabRn9/IxRwhtcAFYv6SB/LIn0MKQ7aqus4XVVLny+YrXs2VSQJS5bp9JbR7g3iTcWxFxFEucjKysrKRetIPJaVK1fi8/kKZvVNJpMcO3aMrVu3AnM7TT3Sj0nTNH7xi1+ULL9TU1NDU1MTzc3N+Rxkbvf8PJBNhRs2hjjRE6MrkmLdMh+vtoWJZwzKXCoJzcQwJztvmkXDRthy4kBFIzM8MQUKEpZkYlq5Eg/m8IOsRBqVtKWCxfDkFMNuzMPHchJDCM1B8r4cQtzMIoqijBI2Pp+PUCi0KH8cpXjf61Zw75PFQiLPq/epYpfh7VvmP3z1nqvv4U/7/pSP/P4j9KcnnqJRJZXVgdVUuitZUbaCm1bfRHOwmZV/tHKUuAF44oknePvb3z5XQ58VRkaBTNd3ZjLi5tmf3cfzD/x4Uv1Zpsnx3c9yat8L7PjQR9h41Y6JNyqBw1FNVdU19Pc/TVtbPaNjNrpxewrnLXE6E1hWH5JkIkkmfX21jPbDGS12bECFnqa84xSN3W2cCDVxoq6JuMN9fqpqkkkTnZk0K/q6qB3qRQZ0SUIpsm0mk2HFihWL2vdpJIFAgOrq6qIlC3a+uI+9VfW0p3Uypoldlmlw2VnucnCR10WNY+ZWkkQikf98Xdf5+c9/XjIlRk7ULFu2jIqKCrxe74JGdZUi4LbzJ5fW88PnzhJJaWysK+NoV5SMbuJUZBIZYzLaYgwSaRTSlm3YUp+14NgxsEvnrUHZmlIyGctGGmXYV0eeRPrU8dy4ae7qoglxM4tkMhkymQySJOH3+wmFQrhcc2Nym0uq/U62rShn9+mZO6KO5MrmatbXLoyVY33lep689Ul+f+b3/Nur/0ZrtJWUnsLEREJCkRXcipsqVxUhb4gqV7Z+1Y6mHZQ5smNWFIWbbrqJ//7v/873++qrr/LWt7510dT3mYjy8tL5fIoxkfPkg1//Mqf27plyv4aW4Xf/9xukolEu/eOZicTqqusZGtzHM0+PjnzZeNELJV1kXK5sqLyi6Dicafp660mnfYCzZN6noJHh0vbjLO9tY++KFnrKQ2TU0t+TZBo4NY1AfIiVPR009HfhNfUJ962Uo/FiJDc1dfLkyXFTUxow2N3NibYOXMFybJJEIpOhM53hucEoZYrCpWVu3lIVIKhO73c1UtgYhsFPf/rTkikR1qxZw9q1awmFQtTU1CyJ33NLyM97X9fEAy+20TqQYE2Nl75oGgmL9nAKzZhuZvKcyFGwYWDHQJHM4UirrG1GxUCVDNxopCyFJOoon0sZE4+UIWY5ivpiulWZP339immOcWIW/xFcQuSS9vn9fmpraxd1RMNEfOXmjVz7T0/NWn8+h40vvHX9rPU3XXYs38GO5TvoTfRyeOAwreFWOuIdaKaGalOp99ZT76tnXfm6ggUyN23aNErcABw6dIhNmzYBc2tizxVancnTZFXV9KYFS13sH/n2N6YlbEbyh//6D4K19ay6ZGyE0+RR1QCy/BbgsRFLk/j9pfOXQFbgKIqOomZwu6Mk4m+ks9+JlUpNmKysKpPkuqMv0ePy8GrDWnoClaQcI8ztloU7naQyHsabiBNIxqiMDhFMRMZNghWz3liWxdGjRxckymi6rFq1Cr/fn0/+aJHNjAsgWQbascPsWbOJsG5gZHNE4JDAo9h4OZLg5UiSP62vZJ13ag+IYy02999/f8mMwy0tLbS0tNDQ0DBt8b9QtIT8fOya1TxyoIt9rYOoiszqah9Ou8Kp3hiZaQucLAY2kthGTDFZ2IbFjUPKJgx0SRpOdFKWQgYbNkw8koaElRc4Y5GB27c1zklNqRxC3MwiVVVVSJJERUXFgoUJzhZranzcdmk9P36xbcZ9ScAX37aBporFkwiuyl2VFS/DQTaTFSWyLHPttdfy2GPnb6AP/upBXlVepSPeQVpL41Ad1HnraPA1FBVJkyEeTnNibzetBwcY7E6QSWTtCIrdhq/cSWhlGc3bQlQ1TN4xs7p6ekVLi4mbM6/u4+CTv59Wn2N56P98iY/8x49xeafvaPrYY68wMhVlfcOLyPLkLvCqmsZms9iw/rPY7Vv52f7DdB0/gRqP4DS0khdLGQgl49Qc20dUttHlqyDu8YFp4dGSOAwNh6bjzKRwaakSqSKL09fXN42tFo5gMEhdXR2Dg4MFLWCe9lZ6ateg5xx1LYsUEDF0utA5k0yxP5rgS2vq2BaYnM/iSGGTTqd54IEHSgqbtWvXsmHDhiXhqF2MgNvOrZc3ck1LNQc7IpwdiHNuIElTuZt95wYZiGWYocYZgTTsWCyTslTs6LiGp69ckjYqI7GOTNwaP70oARvq/Hz0mrmN+hPiZhZRVZVQKLRkTMcT8Zm3rONAR4T9HcUd8CbDndeu4U+2zn4V9tlkKsfskksuyYsbDQ00uHfXvSSURH6aS5VV3KqbNYE13LjyxlHTWxORimvse/Qsh55uJ50YP5OdThjEhzJ0nY5w6NkOGjeUc8VNqyirmti3KxAITHo/J8Mv77l7Vvt75P9+g7d/+vNF15cqvJhIJEaUiMi2WbXKxuRKa0mEQm+nec3/RlUDGIZBZDDFUcuOo6ud2uggnmQMp15a5EiA3zTwh3sgnM2zlEuMNpmcUaWYKMHfYkOSJOpXr2b/0aNQIEmoV0+zovMsxxtXj1qey5abtODVWJKPHjrDveuXTyhwRgqbeDzOww8/XLKY8Jo1a9i4cSMrVqxY9Bm4J0O13znKEmJZFuGkxg+eO8MDe9voHEoWLWQ5XTIoZCwFOzoOScc2nAMnbSmk8qkCzyMDa0M+/v6WzQTcc2sAEOJmlrlQhA1knwj+/p2b+fQDr/Bq29QFjiLDF966nvdun7t51YWgNdlK0pVESZ7/+YQ6QpxozJZ9sLDImBky6QwvdL/AK72v8Fz7c/zZxX9Gc7C5ZN8dJ4Z44r8OE+6eROVtCzJJgxMv9tJzJsrr/sdqVl1S2jIzmw6ph57eSSY9uxXCT+3dTWxwAG8wOz2we/du9u7dSzgcJpM5X507F567detWtm3bBsDOnTtH9dXU1MT2K+6nu/sR+vp+RzxxCl2PYppJQMZmC+LzNVNVeS01NX+Ew3H+u5NlGc3lpssXJG530x6LUDvYS+1QH/5EDIelT9qtfrJ12QyGp21KTE2NLQOx2DniLSfp9qKGx9clk4FNHac5Wb8cUy58KzKBtrTORw+d4b82rSo6RTVS2ITDYX71q1+VFDYNDQ1s3LiRlStXLrmAj8kiSRIBt50/39HMbZc38uihbh5+pZ1TPTFSuolpmthkGdOy0HWTTLFs25MgJ3JK4VQkrmmp4RM71tASmnvHeCFuBCVpCfn5+p9s5ttPnuTxQ13EMsXTlI+kucrDV99xEZctX/giebPJscFjfO6pz9Hub2dH8nyET7PZzEnzJFaBKZCMmeHR1kc5MnCEf7rmn4oKnJP7etj5/46QTkzsYDqWSF+KP/z4KEBJgTObfmDP3P/DSbXLfSOTlf1P/fj7LL/6Bn75y18WnFLIFabt6enht7/9LTt37uTGG2/kxRdfHNXubW97Gw5HOY2N76Wx8b35bXMCqdSDiCRJ2GUZZJmk3Uky6GDQF6C1Yhl1gz00DHQRSMRQLaNgBeapkPNF0SUFTbEh69m8IYVYSsKmK63xcsaiv7yGZeHBghXnyjIJ1rad4nBjadHfltb59JFz/HDzynFOxiPz2PT29vLYY4+VFDa1tbVccsklrF69+oIVNmOp9jt59xVNvPuKJnoiKQ60hzk7EKdtMEU4kSGS0jEsi86hFOFkBk0fjoGSs7+TZEYnrRvowwJIliTstuwZb2GR0kz0ArcGRQaPQ2HdMj83X1zHDRtDc26xyX/2vHyKYEnTEvLzpbdtYPvKCn67v4NDnVFiKZ2MYebnclUZnKqNpgo3b9tcxzsva5i3k3i+GEoN8flnPs+xoWPghCRJXGSfJFVUfHEfEV9xC1drrJWPPPYRfn7Tz8dNUXUcH2LnfdMTNjmSUY1nHjhOZYO36BTVbEaBRPt6J2yTUpxY/gCSrqOmE8jpJNIEz4cvHT/Dnp6fTnocqVSKn//856PESq7I4FgmEjUjaXCqyLINDB0kibRqJ10WJOb20F1WwYreNmqHenFnMtgsY1Tl5YlcvnPfgAnoko2UTcWQZSxFAUnGlR5/c57tKcW55kAsyZlEimOBGq52nCGYTo1rIwMXtZ/mTFUdSVfpqaG90QT3nu3mb1Zn00lYlkUsFiMajWJZFh0dHTz55JMlhU1NTQ1btmyhubn5NSNsxlLtd3LNmOmrkb+J7nCSQ53RvO9OWjNwqDYay900lrtZF/ISCrjz21mWRW80zYH2MK2DCc4NJEhldJx2Nb/Nhlr/nDoPF0KIG8GkKOa0ls7o2FUbTRWeBTuJ54t/e/XfODRwKPtGgqPOo1ycuji/vqW/hT2+0lFD3clu/vyJP+f7f/T9/LJUTOOJ/3eYdHz6wiZHbCDNsw+c4C0f3lRw/WxNmxbKPDtuLN4A1DSAnLU26JkUykAX9lgYuUg+l0SoCcMXmNaYRl6kr7/++hnv63K3E7s8pg9JImV30B2sJOr20F1WzqqeTgKJKHY9jc3MhswaQO5BNid2cj3l9twAkqqDlKxgk2V0m42o041ms1He1TpuPJWVlTPan/nmTDLN/miCuMdHR1k1vp7Wgjccr5bislMHeW7tFvQSWZ9N4Eed/dyyrJyVdoVIJEI6ncY0Tc6cOcMzzzxDOp0uun11dTVbtmxh/fr1r1lhU4ixv5OaMteorMHFgi1yyyRJmlAwLQRC3AimRCGntYU+ieeDnkQPPzr8o1HL2ira2Ny+ebhkHIQIYdftZJTx1ZBHsrdnL8+2Pcvr618PwPMPn5ycj80kOXugj95z0YJRVLOVlKzUTQQgbVMg1DS6BpPdiR5qQg/34+htRx0jcDSPH6NsZtOYufNxNkKmL/K6qLYrdKU1xspOS5KIO920VtUR9vhp6O+mOtKPN5XArmkoloXNMpGsrMTJCR0ZMCQbacVGRnFgyDJIEkmbQszhprW8Eo+WyRcmzCHLMhdffPGM92k+eXYgStwCS7ZxpqqWusFeAtr481wGmvo7GWgPcKRuRUmBE81o/Puhk3yyLuuTpWkaR44cYc+ePSUre1dXV7N582YuvvjiJZ2iYyGYzvV9MdwThLgRzIjFcBLPBz889ENMRl88DdVggAEqyN6QJSRCgyFaq8Y/dY/lc09/jqdue4r+9hhHdhUv4DcdTAMOPtXO1be3zGq/I8lkSgs4rWJZkeKSEpRVknZ50DrbcGnJ4Yy+Fqm6VcNNZnZO5fxqZkqNQ2WL38OpRJKhIoYq3abQ7w2QsjsZ8JVRFRnCn4jiS8Zx6RqyYSJJFrpNRpMUMqqCKdkwZRnJAl2W0WwKg24vPf4ghqxg2NRx/jsVFRWsXr264BgWI5ZlcTSeylupesvK6QoE8fQmC/reOID1bSfRFButlbUkHaMdhyXLxJ1O49bSHNJT9Ja7cWgZ9u7dy4kTJ0qOpaqqiosvvpitW7cu+RQdgskjxI1AMAl+cugnBZcfLDvIG8NvzL9vjjdzruJcQcfikQxmBtnVvovk42UY2izHZwKnX+3j6ttnvds8pZ6SDQD/BJV+7S7MxtXEMynQ0qA6p1ejqQgPP/wwt95664z7eV9tBc8MRokn0kWzFSNJxB0u0opK1OmhLBHFlUkjmzredBKHpiNbJhJgyDKarGDINgxZQpdtRFxeok43piSRsDspT44uEWCz2bj55ptnvC/ziSRJDOnnFaGuqJyuaqA6GqY8VThTsNfIcNG5Eyi6QXewiqjLg2ZTcOgZ3Jk0iqmj6jpGKsbug0NEjh0umXUYssJm69atbNmyRQib1xhC3AgEkyBljXeGBBgsG0QP6yjDPyUPHvxJP2HPxDlJ7tv7E7Ye+pOSbSxMdDmNLsew1DSyoaLofhSzdNbWRDhrWdH1mfvxFKJUYrSMwwnSJISKJIHDBQ4X1ixbAI8cOUI0Gp1x5elmr4u3Vgf4fx19dGVK+xnpNoVBj5+4w4Urk8SbShJzelGHE/ipw2UWTEnCkGwk7XbiTjeGJJNWVFI2GzZAMYxR01Lbt2+nrm7+a7LNlIQ++vvq8wdpD1bj6jqHyxp/XsqAP5NiffspyhMRBrwBNFXFlGRky0QxdDzJBKH+bjrTpUUNQCgU4tJLL2Xjxo1C2LwGEeJGIJiAklMcMnRIHTRajflFa3rXsNe9F0sqbZHpbg2TjIye3jExMeQUhi2BrsQxlCSmLY2FjiWZgIRiuHDG63AYgZL9m6ZZMnJkJsRiMSSbDauAY7HhH+P42tsGlgTVtRQNmJ6DAoWnTp1i8+bNM+7ng/VVnE1meKR3iOgkqi1nFJWMohJ2+VAMHZtpIlsmsmWhGDqSZWFJEpYkYcg20oqKLttw6BqKruFJJ5Eg7zu0Y8fMioouBIZhYJMlGPF9pVU7rRUhgtFBamJDBaenZKBMT+PpbSc02Itmd6BZEopl4k7FcQ3XpDYonTto1apVbNmyhTVr1ghh8xpFiBuBYAImigw6UnWExp7z4mYZy/CkPMRcpWsaqRE3upXGUNKYcpqMEsNUEliyhinpWFIG5PGfrdmSaFIaW2Q9ilU6Mm2uUvb39/dTt24jbQdeGb/SOzpBl3OoDwWIyTJUhigocIZrC0Hh1dNh9+7dsyJugqrCRxqrSZsmv+4NT776sSShKyr6ZPx/TAPJMnHqGcoTUWw2G1dffTVXXnnlTIa+YNhsNhyyTNwc8W1JEv2+AGeq6nBpGsF0vGjIvAKU6RksPVPwdDApLG4URWHDhg1s3ryZhoaGJVEAUzA3LM567gLBImKiyKCkO0mS89M0MjKrelchm4V/XpIl4dE8VGTKiXnOEvGeIOY9Tsbdhm4fwFCiWLZkQWGTR40Tc58pOS7TNOntnTgXzXQYGhri6vd8cNxyHUAZ8aScSeafoDyD3TDUB2MS1Fkwxol4dtRNZ+fsOWqv87r4y+UhtvqnEUI80ZSbZaGaJt50Eo+WYbXPw0c+8pElK2xyhBzjhUVGtdNdXk1HeRUx1TVhRtxi31whYeP3+9m+fTtXXHEFTU1NQti8xhHiRiCYBY45j41632A2UBmvHJfPXDVUaqI1rOtbh0+3oTm7QYmXFjJF0F29ZCju+2JZFufOnZtyv5NhcHCQmuUr8YeWjVpujA3j7T8vMCTA1duONNgHWiob1jXthO8TM1tRUznWeV18c10ja1zTmOaQpOHX+FWyZeGzdFZ5nGxZuZw7/8dNVFQs/czeaz2F/cLCLi9nK2vpCpQTUZ3TOgNG3rgkSaKlpYVrrrmGyy+/nFAoNGspDwRLF3EGCAQT4HKVdt4FOFtxFmPEhIUNGxv6N1CWzGYilg2ZynglG/s2snFgI7XpWmTb1AXNWBIlrDc2m42urq4Zf0Yhcunu/+RzXx61XHONduC1x0ZnbLYB7v5O7F3nUMP9SJFBGJkob5GnFljhdvLvG1ewwjldPw5phNDJZkuucTl4S1M9wZoQV4YqqXEUz/OylLg1VF7wBmPKMv2+AKeq6+grK2fQ7hiXR2iy1NfXc+2113LVVVdx0UUXLdnK3oLZR9jtBIJZwFItOmwdNBjnq5/78XN5z+X0O/qxWTbKMmW4cCHnLvmyxeQdOAqju/owE+b5PkeOybLyxQSBWbUGRKPZcOVgaBlX/MltPP/Aj7MrRmYXtiwKSQAJsKfiWKk4iiSRKCtn2IN21saXQ9O0WXcoXed18Y11jXzySCunkhkmV21tPBKwTFW4odJPv2ay3OXgLVWBWRzpwnJVhZ9yRaavQNEhTVHpClRhSTKrJQkzGsabSqBiTqp6enlFJZdsuZj6+nrq6+uXVM0twfwgxI1AMAGTNXHvr9xPXXfdKKHhxo07PQU/DWv4RTZzLZYElg3JUsGUsOyjc6AgQULuxWvWFBz3SGfomdYmcjgcef+jVOp8aPzrb7mdntMnObV3DzhG7KtWOtGfBNgsC0wTbHNzKZqrSJltAS//0NLI54+3cyyRIjWJKKocEtmkdbUuO68LeOnXTMpUG+8KlY8rCrnU+dP6Ku45011QAOo2hY5gNTGHm+aus1TGwtgzaewZDZuhYZPBMg1AQkdCV+yYPj8bW5p5y+oVhEIhUUZBUJQL65ckEMwRLpuLpFG6RILm0jinnKNJb5pUn2ouGNaQwXSjmOooC4ZkgWzaUTQfNt2NzbKTVPtI+U6P6iflacMbHSNupPHZo5cvXz6pcRXD6/UWda5++6e/wCP/+k12t41wYI5NnOsHwOV0kDTmzvdmrtgW8PLNdY38w+ku9kTipA2TtGGSgVE3c3n4pUjZf1WbTK1dpdnjpE/TWe5y8K5QOeu8E09/LjVur63kx539tKX1gr41liQR9vh4YeUGKiP9NAz04c6kUAwNu2kgWRaarJB0Ool7fFzSUM9b1y6nvjworDWCkghxIxBMgj9e+cf87PjPJmx3sPogNR01OJm4eKjL60IaCGAl3Cg4slYaLCTLhmzakQ078pifqCddR1qJYLn6zy90JLCiVr7GFUCwZvyNcqaFFwOBAP39/UXXv/mDH2H33/0daMO5fMOlI7U8gXL+6GOf5MzAEDt37pzR2Aox0wR+k2Gd18XftzTwQNcAv+wZoiOdIWNa6KZFBgvDzIa4W5aFLEm4ZZmQQyXkUPHYbLyxzM1bqgIXnMUmR41D5Y6Gav7xdDdhwyg+hSdJ9JVVMuArx5NO4NCz55A2XFTUUlSafW7eu2EFTf7S1cMFAhDiRiCYFO9c+05+cfwXo5yGC6GpGi8FXuKyocvyWYvHtUHDHXJz7eXXEm7TeeV3HYCEZKrIpoJUIj2ZhIQvvoKIa7TIiMn9+Mzz4qX58vHTVDMVN2VlZSXX54WPmrVIrWleS7Sjg0QsiqlrSIqCx+cnsKyWi3a8hfWvz5atKI9G50TcXHrppbPeZyGCqsKHGqp5W3WQpwaj7AnHORlP05fRSJomiizhlGUqVYXlLgctXidNLgcXeV0XjPNwKf4kVM6r0SRPD0YYzBhkKB4jZ8oyUZeXKKAyHPItSzQ47Px1SwMbhLARTBIhbgSCSdBS0cIb69/IzrYJbsISDPmGeMV6hXXhdbg57xOgo9On9BGriPH5az5P0BOkttbG4Z2DGAnbKMtLKey4IOUF5/kkgWlHG75kVrwodlj3+vHp+mfqnzCRz86xY6PD4f/nF7+W/1vX9aJ5R3w+H1VVVbOek+eqq66a1f4mosahckuonFtC2YrVuTD03PRgrmL5a41cEsSUaXIoliSuGyQMi4RpjouSkgE7IMsSpmWhyjIrXA7uWlPHtoCIhBJMHhEKLhBMkr+67K+o99ZP2C4jZwh7wrxS9QqHPIc44TzBUfdRXi5/mdOVp3n3tncT9ARxuVxUVVXx1jsunbSwyeFJjfHrcZ13NN785iY8ZY5x26jqzKwEUxU3I5koodott9wynSEV5frrr5/V/qaDNBzqPfL9a5V1Xhd3Lg9xZdBHpV2l2qHQ5FRZ5bJTb7exzK5Qrsj4bDJ2WcJtk6lx2HlLZRnfXNcohI1gygjLjUAwSRr8Ddx56Z38n93/h55kD1Yx47oEcSWObMn0+npBAl3S8cge3rX2XVy67FLKysry+XPqW8ppvryaY3t6Jj0Whx4gPrK6ogwGOtUNAS7e0Vhwm5k6YE40LdXe3j7tvqurq1m7di1Hjx6ddh85fD4f27dvn3E/gtllndfFZ1Yu4ze9QzwzGONcKkPKNFEkCcsCv2JDlSScNpkGp503BL0XtD+SYG4RZ41AMAWubboWgHtfupdzkXNkrMLhzqZsElNjeHQPNstGlb2K21pu4/o111NWVjZOaFz7pxuJDb5Ix/FIwf7GIiNDqgxc5yOSjPJBrn3/63B6shYa0xztvjlTy8FkkhnmqK6unnL/N910E9/+9rfzOXSmg6IofPjDH5729oK5Jagq3F5byY6KMvbHkpxJpjmXzJA2TRyyTKPL/pryRxLMHULcCART5Nqma2kJtvDtV77NC50vENbCaIaGaZl5a46EhKzI2Jw2Lq24lA9v/jArKlaUnJ55+ycvZed9hzn09ORqIrlTtSRy4kYFJdhHRd15830kMloozVTcTMVn57LLLptW/+9+97u57777xo19MrhcLt7//veL3CdLgBqHOkq8vFb9kQRzhxA3AsE0aPA38HdX/h1H+o/wxLknOD54nPZYOxk9g12xU++tZ3VwNdc0XENLRcuk+33T7evY8IY6HvnOfqJ9pQt2OowgCSCXLmdgsC9/kzBNc9brSjkc4/14irFhw4ZpfUZNTQ233347jz76KCdPnpz0dqtWreK6666jpmZ8lJhg8SOEjWC2EeJGIJgBLRUto8SLaZozLtpX3eTnvV95Pa2H+jnwVDt956IkohqmbiLJEqrThr/cycqLK/n9qy+TTieyG2oa+173etxDQ2BZvLBqFWy5OL+u/0c/puJ/3jbtcY21OhmGkZ9eG5vcz+mcOM9PMWpqanjHO97B4cOHeeGFF+jr60PXx1cfUhSFyspKLrvsMtatWycsNgKBII8QNwLBLDKb1Ygb11fQuP58PSjDMJBledRT7mBiBc+9/HL+/ZmyMtYPDgJwLjTCipFK0/PlL9P7T//Esq9+lbLrrp3x+HRdz4ubjo6OUetmYwps69atNDc309nZyeDgIIODg2QyGex2O8FgkGAwyLJly+YlWZ9AIFhaCHEjECwRxjohR373KL5v/TO88cr8suOrV7H+zJnsmxHRTe54NieOFY3S8YlPELv5Zuq+dveMxqPren6q6uDBgzPqqxg+n2+UeBG+GQKBYDKIPDcCwRIk8rtHaf/sZ/H19sKIKZt0Wdn5FPcjikYGBwZGb//QQ7R/9nMzGkM8Hs//ffjw4Rn1NVmEsBEIBJNBiBuBYImRPnOGzq9+FZJJZMvCHh5RoFKS6PcMp6gfYempHiNuICtwwo8+Nu1xDA0N5f9OJBL5vysqKgq0FggEgvlDiBuBYInR881vYvacT/i3+tToKuEnly/HkKR8dXGAYDxBITruvHPa4xgc9u0Zy3zVdBIIBIJiCHEjECwhkgcPEXv8iVHLmrq6Rr1vXd7E0JjIIVemcLJBdJ3+H/14WmPp7u4uuHzz5s3T6k8gEAhmizkTNwMDA9x+++34/X4CgQAf/OAHicViJdt//OMfZ+3atbhcLhobG/nEJz5BeKTJnfP1Wka+7r///rnaDYFgURH+1a9gjFDxZDKj/G5wuTi6csWoNnZNK9pnz9e+VnRdKXJVwHMFInPMJAxcIBAIZoM5i5a6/fbb6ezs5LHHHkPTND7wgQ9wxx138KMf/ahg+46ODjo6OrjnnntYv349Z8+e5X/9r/9FR0cHDzzwwKi2//mf/8kNN9yQfz9RQT+B4EIh+sQT45bJloVzKEyq8ryvS9vKlecbGAbKmFIMoyhm1ZmAnLiZ7UzIAoFAMFPmRNwcPnyYRx55hBdeeCE///7P//zPvOUtb+Gee+6htrZ23DYbN27k5z//ef79qlWr+OpXv8q73/1udF0flUAsEAgQCoXmYugCwaJGb2sruHz1yRMcGCFuGFkBXNOmWHN8cuSipY4cOTIHvQsEAsH0mZNpqV27dhEIBEY5Fu7YsQNZltm9e/ek+wmHw/j9/nGZUT/60Y9SWVnJ5Zdfzve+971xZvGxpNNpIpHIqJdAsNQwTRMMo+C65d3FK4p7xkztFkIrMW01krFTTm1/8wwvPvgUjNg8/srkq5sLBALBXDAnlpuurq5xVYEVRaG8vJyuMc6Pxejr6+Ouu+7ijjvuGLX8y1/+Mtdccw1ut5tHH32Uj3zkI8RiMT7xiU8U7evuu+/mS1/60tR3RCBYRJSa7nFqWnZ6aURumxzLSgifHMlkElUtXYU5dWIQJaWdFzIWYFj0kSv/AOgw+OOjhB85Tfk7mnGuDk742QKBQDDbTMly89nPfragQ+/I12yYqCORCDfeeCPr16/nb//2b0et+/znP8/rX/96tmzZwmc+8xk+/elP8/d///cl+/vc5z5HOBzOv2a7oKBAMB8YRaw2kPW7CRZ5cKgeHJ/jZqoM/voUfd89gD/pOb8wp7VGXEXWkn2oMQcz9H33AIO/PjXjzxYIBIKpMiXLzSc/+Une//73l2yzcuVKQqEQPT2jnxZ1XWdgYGBCX5loNMoNN9yAz+fjwQcfnPBpctu2bdx1112k0+miVYsdDseUKhoLBEuRllOn2NXYOHqhaVJWJMfNSEpZhQZ/fYr40+0ABPDSwflpXROTkQ4966gftW1uu+CNKxEIBIL5Ykripqqqiqqqqgnbbd++naGhIfbu3cvWrVsBeOKJJzBNk23bthXdLhKJcP311+NwOHj44YcnFVL68ssvEwwGhXgRXPCMrS01lmWDQ0jpNNaI34IzEsGVSk3Y91i/thzJYwN5gQIQwDNqfQZ9lLgJML6IZfzpdlxrg2KKSiAQzBtz4lC8bt06brjhBj70oQ+xZ88enn32WT72sY9x66235iOl2tvbaWlpYc+ePUBW2Fx33XXE43H+4z/+g0gkQldXF11dXXlz/C9/+Uu++93vcuDAAU6cOMG3v/1t/u7v/o6Pf/zjc7EbAsGiYiLHecUwWHHqFOTamSZN7e2lw8DJNS3cpv++0QUxy/GOet/N6CzFNgoLsL7/OjDhGAQCgWC2mLM8N/fddx8f+9jHePOb34wsy7zjHe/gW9/6Vn69pmkcPXo0X5Nm3759+Uiq1atXj+rr9OnTLF++HFVVuffee/nLv/xLLMti9erV/OM//iMf+tCH5mo3BIJFw2Tyx7ScPk0kECDu8+OPRiblTAxgL+CIHH+pG9Kjl3kYbSE9Qsf5N6W0VzobReXZXF2ikUAgEMwOkjXR4+AFSCQSoaysLB9qLhAsFQ5fdjlEo0XXW0BPRQVD5eW4EgmWdXWhlnBEztFy+NA48dT2lV0Q00ct09H5gfLU6A/MbWbCB81rin+IT6X+f18x4VgEAoGgGJO9f4vaUgLBEsK1fn3J9RJQMTREXUcHoZ6eSQmboowRNgDKWGPvCD0kTzT7FZ1cLh2BQCCYKULcCARLCP+1OyZsoxgG3ni8ZD2pscxGyYR6AjPuQyAQCGYDIW4EgiWE77rroEhk03RxXnLJuGW6Pt5qk6fIRPbYMPBClOxXIBAIZgkhbgSCJYRaXY33zW+e1T6D73rXuGXTETeVk7DcCHEjEAjmAyFuBIIlRvXHPwaTyAE1GZQVK/BsH+/kqw0li25jKyJuHJROuAmlsywLBALBbCHEjUCwxHCsXk357bfDTP1k3G7Kb70VtXp8eLZ2unhEVrnlHr/QAmkStcdlWVxyBALB3COuNALBEqTyQ/8fnquugumKBZcL/7XXErjpbQVXJ/YWL3BbS+X4ha+5hBICgWAxI8SNQLAEsQUCVP/lX+K9+irweifeYARSVRW+N76Rij/9U2yBQOFGnenCy4EGKsYvM8sn99mzEJUlEAgEEzFnGYoFAsHc4lzbTNWf/wXK/feTeOEFMt1dEE9AoVIKioLk92OvqcF18cUEb70V59rmgv1algUlXGMqCtSPWkfdpMYsfG4EAsF8IMSNQLCEca5tpvrPP0Hksd8Tf34XWnsHVjqNpWnouoaiqEiqiuRwoNbV4rliO/5rdxS32EwCBQWJ0TNRNSLHjUAgWEQIcSMQLHFsgQDBW/4E71VvJH34MJnWc2jtbZiZDLLdjlpfj72hAce6dQWdh8cyGevKSrOSk3IfANWmD/skIqVAOBQLBIL5QYgbgeACQa2uHiVeLMualo+LzVa4svdILjObSUg6GhpXmIWntwrhnKUQdoFAICiFEDcCwQXKdJ13JUkCGyX9bjw4udbYjIk5qfw2Mx2TQCAQTAVhIxYIBOOQ/Y4J26jYpiRsBAKBYL4Q4kYgEIzDtalALpsZoq7yz3qfAoFAUAghbgQCwTj8r68HZXankCrftW5W+xMIBIJiCHEjEAjGYfPb8V6xbNb6s68NYPPbZ60/gUAgKIUQNwKBoCD+axpRlhWoIzVVHDKV72qZeT8CgUAwSYS4EQgEBZHdKhXvasFWMYPwbVWi5sMXI7uF47FAIJg/hLgRCARFUUMeKt+zHvvqsilvK1W7qPnoFtSQZw5GJhAIBMUReW4EAkFJ1JCHyv+5jvi+bqK7OjH7U6U3cMn437wc7yXVwmIjEAgWBCFuBALBhMhuFd8b6nFvqiZ1Yoj0mTB6XwI9lsHUdewBN0qVG0eTH+fqoHAeFggEC4oQNwKBYNLY/HY8l1TjuSRb5sGysuUzReZhgUCwmBDiRiAQTBshagQCwWJEOBQLBAKBQCC4oBDiRiAQCAQCwQWFEDcCgUAgEAguKF6TPjc5J8hIJLLAIxEIBAKBQDBZcvft3H28GK9JcRONRgFoaGhY4JEIBAKBQCCYKtFolLKy4slFJWsi+XMBYpomHR0d+Hw+Ee2xgEQiERoaGjh37hx+v3+hh/OaRxyPxYU4HosLcTwWB5ZlEY1Gqa2tRZaLe9a8Ji03sixTX1+/0MMQDOP3+8XFYhEhjsfiQhyPxYU4HgtPKYtNDuFQLBAIBAKB4IJCiBuBQCAQCAQXFELcCBYMh8PBF7/4RRwOx0IPRYA4HosNcTwWF+J4LC1ekw7FAoFAIBAILlyE5UYgEAgEAsEFhRA3AoFAIBAILiiEuBEIBAKBQHBBIcSNQCAQCASCCwohbgTzxsDAALfffjt+v59AIMAHP/hBYrFYyfYf//jHWbt2LS6Xi8bGRj7xiU8QDofncdQXFvfeey/Lly/H6XSybds29uzZU7L9z372M1paWnA6nVx00UX85je/maeRvjaYyvH4zne+w5VXXkkwGCQYDLJjx44Jj59gakz195Hj/vvvR5Ikbr755rkdoGDSCHEjmDduv/12Dh48yGOPPcavfvUrnnrqKe64446i7Ts6Oujo6OCee+7hwIEDfP/73+eRRx7hgx/84DyO+sLhJz/5CXfeeSdf/OIX2bdvH5s3b+b666+np6enYPvnnnuO2267jQ9+8IO89NJL3Hzzzdx8880cOHBgnkd+YTLV4/Hkk09y2223sXPnTnbt2kVDQwPXXXcd7e3t8zzyC5OpHo8cZ86c4VOf+hRXXnnlPI1UMCksgWAeOHTokAVYL7zwQn7Zb3/7W0uSJKu9vX3S/fz0pz+17Ha7pWnaXAzzgubyyy+3PvrRj+bfG4Zh1dbWWnfffXfB9u985zutG2+8cdSybdu2WX/2Z382p+N8rTDV4zEWXdctn89n/eAHP5irIb6mmM7x0HXdet3rXmd997vftd73vvdZN9100zyMVDAZhOVGMC/s2rWLQCDApZdeml+2Y8cOZFlm9+7dk+4nHA7j9/tRlNdkWbRpk8lk2Lt3Lzt27Mgvk2WZHTt2sGvXroLb7Nq1a1R7gOuvv75oe8Hkmc7xGEsikUDTNMrLy+dqmK8Zpns8vvzlL1NdXS2syYsQcYcQzAtdXV1UV1ePWqYoCuXl5XR1dU2qj76+Pu66666SU1mCwvT19WEYBjU1NaOW19TUcOTIkYLbdHV1FWw/2eMlKM50jsdYPvOZz1BbWztOgAqmznSOxzPPPMN//Md/8PLLL8/DCAVTRVhuBDPis5/9LJIklXxN9mJdikgkwo033sj69ev527/925kPXCBYwnzta1/j/vvv58EHH8TpdC70cF5zRKNR3vOe9/Cd73yHysrKhR6OoADCciOYEZ/85Cd5//vfX7LNypUrCYVC4xzzdF1nYGCAUChUcvtoNMoNN9yAz+fjwQcfRFXVmQ77NUdlZSU2m43u7u5Ry7u7u4t+/6FQaErtBZNnOscjxz333MPXvvY1fv/737Np06a5HOZrhqkej5MnT3LmzBne+ta35peZpglkLdJHjx5l1apVcztoQUmE5UYwI6qqqmhpaSn5stvtbN++naGhIfbu3Zvf9oknnsA0TbZt21a0/0gkwnXXXYfdbufhhx8WT6nTxG63s3XrVh5//PH8MtM0efzxx9m+fXvBbbZv3z6qPcBjjz1WtL1g8kzneAB8/etf56677uKRRx4Z5b8mmBlTPR4tLS3s37+fl19+Of9629vexpve9CZefvllGhoa5nP4gkIstEez4LXDDTfcYG3ZssXavXu39cwzz1hr1qyxbrvttvz6trY2a+3atdbu3bsty7KscDhsbdu2zbrooousEydOWJ2dnfmXrusLtRtLlvvvv99yOBzW97//fevQoUPWHXfcYQUCAaurq8uyLMt6z3veY332s5/Nt3/22WctRVGse+65xzp8+LD1xS9+0VJV1dq/f/9C7cIFxVSPx9e+9jXLbrdbDzzwwKjfQjQaXahduKCY6vEYi4iWWlwIcSOYN/r7+63bbrvN8nq9lt/vtz7wgQ+MujCfPn3aAqydO3dalmVZO3futICCr9OnTy/MTixx/vmf/9lqbGy07Ha7dfnll1vPP/98ft1VV11lve997xvV/qc//anV3Nxs2e12a8OGDdavf/3reR7xhc1UjkdTU1PB38IXv/jF+R/4BcpUfx8jEeJmcSFZlmUtjM1IIBAIBAKBYPYRPjcCgUAgEAguKIS4EQgEAoFAcEEhxI1AIBAIBIILCiFuBAKBQCAQXFAIcSMQCAQCgeCCQogbgUAgEAgEFxRC3AgEAoFAILigEOJGIBAIBALBBYUQNwKBQCAQCC4ohLgRCAQCgUBwQSHEjUAgEAgEggsKIW4EAoFAIBBcUPz/FJ1e6yKC6XAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# training data\n",
    "segments_dict={}\n",
    "for key ,sig in data.items():\n",
    "    print(key,sig)\n",
    "    segments = preprocessing_11points(sig[:70000])\n",
    "    \n",
    "    segments_dict[key]=segments[2:52]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "75539d29",
   "metadata": {},
   "outputs": [],
   "source": [
    "labels=[]\n",
    "final_data=[]\n",
    "for key ,signal in segments_dict.items():\n",
    "    for s in signal:\n",
    "        labels.append(key)\n",
    "        final_data.append(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "be50e3b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "final_data=np.vstack(final_data)\n",
    "\n",
    "labels=np.array(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "4842186b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_sub(idx):\n",
    "    return f'subject_{idx+1}'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0039069a",
   "metadata": {},
   "source": [
    "# split data into train and test for our model "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "ce2769cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(final_data,labels, test_size=0.20,stratify=labels,shuffle=True,random_state=42)\n",
    "\n",
    "lb=LabelEncoder()\n",
    "\n",
    "y_train=lb.fit_transform(y_train)\n",
    "y_test=lb.transform(y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "78c5846b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "sc=StandardScaler()\n",
    "X_train=sc.fit_transform(X_train)\n",
    "X_test=sc.transform(X_test)\n",
    "\n",
    "pickle.dump(sc,open('scalar.pkl','wb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "39b01fcf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 3, 3, 1, 3, 0, 2, 2, 2, 0], dtype=int64)"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "708f317a",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'subject_2')"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x[1],'-o')\n",
    "plt.title(f'{get_sub(y_train[0])}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d1e3759",
   "metadata": {},
   "source": [
    "# SVM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "65b621cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import svm\n",
    "from sklearn.metrics import accuracy_score ,classification_report,ConfusionMatrixDisplay,confusion_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "id": "d3e2f2f6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy = 95.0 % \n"
     ]
    }
   ],
   "source": [
    "svm_classifier = svm.SVC(kernel='linear',C=100000) #error parameter\n",
    "svm_classifier.fit(X=X_train,y=y_train)\n",
    "\n",
    "pred=svm_classifier.predict(X_test)\n",
    "\n",
    "print(\"Accuracy = {} % \".format(accuracy_score(y_test,pred)*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "id": "ab98ce79",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "       sub_1       1.00      0.90      0.95        10\n",
      "       sub_2       0.91      1.00      0.95        10\n",
      "       sub_3       1.00      1.00      1.00        10\n",
      "       sub_4       0.90      0.90      0.90        10\n",
      "\n",
      "    accuracy                           0.95        40\n",
      "   macro avg       0.95      0.95      0.95        40\n",
      "weighted avg       0.95      0.95      0.95        40\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test,pred,target_names=pd.unique(labels)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "id": "b913b2f9",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x2566df59390>"
      ]
     },
     "execution_count": 213,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm=confusion_matrix(y_test,pred)\n",
    "disp=ConfusionMatrixDisplay(cm)\n",
    "disp.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a8104be",
   "metadata": {},
   "source": [
    "# LogisticRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "id": "8239465b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy = 92.5 % \n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "LR_classifier=LogisticRegression(C=100000,max_iter=10000)\n",
    "\n",
    "LR_classifier.fit(X=X_train,y=y_train)\n",
    "\n",
    "pred=LR_classifier.predict(X_test)\n",
    "\n",
    "print(\"Accuracy = {} % \".format(accuracy_score(y_test,pred)*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "cafca26f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x256713c8460>"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm=confusion_matrix(y_test,pred)\n",
    "disp=ConfusionMatrixDisplay(cm)\n",
    "disp.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "685d4af7",
   "metadata": {},
   "source": [
    "# LDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "id": "2d69b1a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "id": "6a8fe7a2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy = 97.5 % \n"
     ]
    }
   ],
   "source": [
    "LDA_classifier=LinearDiscriminantAnalysis(solver='eigen')\n",
    "\n",
    "LDA_classifier.fit(X=X_train,y=y_train)\n",
    "\n",
    "pred=LDA_classifier.predict(X_test)\n",
    "\n",
    "print(\"Accuracy = {} % \".format(accuracy_score(y_test,pred)*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "id": "5955522a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x25671ba0ac0>"
      ]
     },
     "execution_count": 228,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfIAAAG2CAYAAACEWASqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA0I0lEQVR4nO3deXQUZb7/8U8nkI0kDQGSEAgYZA2yiQwHccNBEB2E8ed1dPAaEPGOBmQRWa4/FlEIo3cQUAZcAecQwZ8KKqMgg7KJ6BAII4JhCUoUwnIDCQlm667fH0hrBMZ0eqnurvfrnDpn+umuqm8/0/LN93meqrIZhmEIAAAEpTCzAwAAAHVHIgcAIIiRyAEACGIkcgAAghiJHACAIEYiBwAgiJHIAQAIYiRyAACCGIkcAIAgRiIHACCIkcgBAPCBzZs3a9CgQUpJSZHNZtPq1atrvG8YhqZNm6ZmzZopOjpa/fr104EDB9w+D4kcAAAfKCsrU9euXbVw4cJLvv/MM89owYIFWrx4sT7//HM1aNBAAwYMUHl5uVvnsfHQFAAAfMtms2nVqlUaMmSIpPPVeEpKih577DFNmDBBklRcXKykpCQtXbpU99xzT62PXc8XAfuL0+nU0aNHFRcXJ5vNZnY4AAA3GYahs2fPKiUlRWFhvhskLi8vV2VlpcfHMQzjonwTGRmpyMhIt45z+PBhFRYWql+/fq42u92uXr166bPPPrNOIj969KhSU1PNDgMA4KGCggK1aNHCJ8cuLy9XWqtYFZ5weHys2NhYlZaW1mibPn26ZsyY4dZxCgsLJUlJSUk12pOSklzv1VZQJ/K4uDhJ0opP0xQTy3S/P8ztepXZIQA+VS+tpdkhWEq1s1Ibv33R9e+5L1RWVqrwhEPf5lyh+Li654qSs0616vGNCgoKFB8f72p3txr3tqBO5BeGN2Jiw9QgLtzkaKyhnq2+2SEAPlUvzNx/lK3KH9OjsXE2xcbV/TxOnd83Pj6+RiKvi+TkZEnS8ePH1axZM1f78ePH1a1bN7eORRkLALAEh+H0ePOWtLQ0JScna8OGDa62kpISff755+rdu7dbxwrqihwAgNpyypBTdb9Qy919S0tLdfDgQdfrw4cPKzc3VwkJCWrZsqXGjh2rp59+Wm3btlVaWpqmTp2qlJQU18r22iKRAwDgAzt27FDfvn1dr8ePHy9JysjI0NKlSzVx4kSVlZXpoYce0pkzZ3Tddddp7dq1ioqKcus8JHIAgCU45ZQng+Pu7n3TTTfp392qxWazaebMmZo5c6YHUZHIAQAW4TAMOTy4B5on+/oSi90AAAhiVOQAAEvw92I3fyGRAwAswSlDjhBM5AytAwAQxKjIAQCWwNA6AABBjFXrAAAg4FCRAwAswfnj5sn+gYhEDgCwBIeHq9Y92deXSOQAAEtwGOc3T/YPRMyRAwAQxKjIAQCWwBw5AABBzCmbHLJ5tH8gYmgdAIAgRkUOALAEp3F+82T/QEQiBwBYgsPDoXVP9vUlhtYBAAhiVOQAAEsI1YqcRA4AsASnYZPT8GDVugf7+hJD6wAABDEqcgCAJTC0DgBAEHMoTA4PBqIdXozFm0jkAABLMDycIzeYIwcAAN5GRQ4AsATmyAEACGIOI0wOw4M58gC9RStD6wAABDEqcgCAJThlk9OD+tWpwCzJSeQAAEsI1TlyhtYBAAhiVOQAAEvwfLEbQ+sAAJjm/By5Bw9NYWgdAAB4GxW5n1WUhmnzc0na/5Fd5/63npLSf1C/aUeV0uUHs0MLWYOGndJdD59QQtNq5e+N1l//b3Pl5caYHVZIo8/9p1PXU/o/fzyoNu3PqHGTCj015TfavqWZ2WEFJKeH91oP1FXrAVGRL1y4UFdccYWioqLUq1cvffHFF2aH5DMfTmmhbz6N06C/FGjEB/uVdn2pVvxna50t5G8qX7jxjtN6aPpRLZ+brMwB7ZS/N0qzsvNlb1xldmghiz73r6hohw4ftGvR3C5mhxLwLsyRe7IFItOjWrlypcaPH6/p06dr586d6tq1qwYMGKATJ06YHZrXVZXb9PU6u/pOOqaWvylTwhWVun7McTVqVaGdyxubHV5IuvOhU1qbnaCPViboyIEoLZjUQhU/2DTg3iKzQwtZ9Ll/5WxP0t9e7qjPNqeYHUrAcyrM4y0QmR7V3LlzNXLkSA0fPlzp6elavHixYmJi9Nprr5kdmtc5q20yHDbVi6g5PFMvytB3OQ1Miip01avvVNsu57RzS5yrzTBs2rUlTuk9zpkYWeiizwH/MzWRV1ZWKicnR/369XO1hYWFqV+/fvrss88u+nxFRYVKSkpqbMEkMtap5t3L9OnCRJ09Xk9Oh7RndUN9vytGpSfqmx1eyIlPcCi8nnTmZM1pi9On6qlR02qTogpt9DkCmcOwebwFIlMT+alTp+RwOJSUlFSjPSkpSYWFhRd9PisrS3a73bWlpqb6K1SvGfSXAhmG9MK16XqmY2ftWNZE6YPOyBYWmIsoACBUOH5c7ObJFoiCaoXVlClTNH78eNfrkpKSoEvmjVpV6r438lV5zqbK0nDFJlZr9eiWaphaaXZoIaekKFyOaqnhLyrBRk2qdfpkUP30gwZ9DvifqX9eNGnSROHh4Tp+/HiN9uPHjys5Ofmiz0dGRio+Pr7GFqwiYgzFJlbrh+Jw5W+JU9t+wTVNEAyqq8J04F8x6n7dWVebzWao23Wl2pvDpVC+QJ8jkDmNMI+3QGRqVBEREerRo4c2bNjganM6ndqwYYN69+5tYmS+k785Voc2xepMQX0d3hqr7KGt1fjKcnW5ixW9vvDOS0008I9F6vcfRUptU67Rc75TVIxTH61IMDu0kEWf+1dUdLVatylW6zbFkqTkZufUuk2xmiaxuPCXGFr3kfHjxysjI0PXXHONfvOb32jevHkqKyvT8OHDzQ7NJyrOhmvj/yTrbGF9Rdkdan9rsW58rFDhrHXziU3vNZK9sUP3P16oRk2rlf9VtJ4YmqYzp+hwX6HP/atthzOa8/ynrtcjH90jSfrHB6l6bvbVZoUFPzI9kf/hD3/QyZMnNW3aNBUWFqpbt25au3btRQvgQkXH24vV8fZis8OwlPeWNNF7S5qYHYal0Of+8+WuJrr9usFmhxEUnJJHK8+d3gvFq0xP5JI0atQojRo1yuwwAAAhzNObunBDGAAA4HUBUZEDAOBrnj+PPDBrXxI5AMASQvV55CRyAIAlhGpFHphRAQCAWqEiBwBYgqc3deGGMAAAmMhp2OT05Dpynn4GAAC8jYocAGAJTg+H1gP1hjAkcgCAJXj6BDOefgYAALyOihwAYAkO2eTw4KYunuzrSyRyAIAlMLQOAAACDhU5AMASHPJseNzhvVC8ikQOALCEUB1aJ5EDACyBh6YAAIBaczgcmjp1qtLS0hQdHa0rr7xSTz31lAzD8Op5qMgBAJZgePg8csPNff/85z9r0aJFWrZsmTp16qQdO3Zo+PDhstvtevTRR+scxy+RyAEAluDvofVt27Zp8ODBuv322yVJV1xxhd544w198cUXdY7hUhhaBwDADSUlJTW2ioqKS37u2muv1YYNG7R//35J0u7du7V161YNHDjQq/FQkQMALMFbjzFNTU2t0T59+nTNmDHjos9PnjxZJSUl6tChg8LDw+VwODRr1iwNHTq0zjFcCokcAGAJDg+ffnZh34KCAsXHx7vaIyMjL/n5N998U8uXL1d2drY6deqk3NxcjR07VikpKcrIyKhzHL9EIgcAwA3x8fE1EvnlPP7445o8ebLuueceSVLnzp317bffKisri0QOAIC7vDW0Xlvnzp1TWFjNEYDw8HA5nc46x3ApJHIAgCU4FSanB0Pr7u47aNAgzZo1Sy1btlSnTp20a9cuzZ07Vw888ECdY7gUEjkAAD7w/PPPa+rUqXrkkUd04sQJpaSk6L/+6780bdo0r56HRA4AsASHYZPDg6F1d/eNi4vTvHnzNG/evDqfszZI5AAAS/D3HLm/kMgBAJZgePj0M4OHpgAAAG+jIgcAWIJDNjk8eGiKJ/v6EokcAGAJTsOzeW6nd58+6jUMrQMAEMSoyAEAluD0cLGbJ/v6EokcAGAJTtnk9GCe25N9fSkw/7wAAAC1QkUOALAEf9/ZzV9I5AAAS2COPIDN7XqV6tnqmx2GJaw7mmt2CJYzIKWb2SFYSnX+N2aHYCnVRpXZIQS9kEjkAAD8Gqc8vNd6gC52I5EDACzB8HDVukEiBwDAPKH69LPAnLkHAAC1QkUOALAEVq0DABDEGFoHAAABh4ocAGAJoXqvdRI5AMASGFoHAAABh4ocAGAJoVqRk8gBAJYQqomcoXUAAIIYFTkAwBJCtSInkQMALMGQZ5eQGd4LxatI5AAASwjVipw5cgAAghgVOQDAEkK1IieRAwAsIVQTOUPrAAAEMSpyAIAlhGpFTiIHAFiCYdhkeJCMPdnXlxhaBwAgiFGRAwAsgeeRAwAQxEJ1jpyhdQAAghgVOQDAEkJ1sRuJHABgCaE6tE4iBwBYQqhW5MyRAwAQxKjIAQCWYHg4tB6oFTmJHABgCYYkw/Bs/0DE0DoAAEGMihwAYAlO2WTjzm4AAAQnVq0DAICAQ0UOALAEp2GTjRvCAAAQnAzDw1XrAbpsnaF1AACCGBU5AMASWOwGrxk07JSWfb5X7+f/S/PXHFD7bufMDilkfLm9gabdn6Z7u3fSgJRu2vahvcb7hiEteyZZ93brpEGtu2jS3Vfq+/wIk6INXfzG/Yv+rp0LidyTLRCRyP3sxjtO66HpR7V8brIyB7RT/t4ozcrOl71xldmhhYTyc2Fq3ekHjZr93SXff3Nhot59ralGzynQ/DX7FRXj1H//8UpVlgfmf6DBiN+4f9HftXfh6WeebIHI1ES+efNmDRo0SCkpKbLZbFq9erWZ4fjFnQ+d0trsBH20MkFHDkRpwaQWqvjBpgH3FpkdWkjoefNZDZtUqD4Diy96zzCk1a801b1jCnXtrSVqnV6uiQu+1f8er69ta+2XOBrqgt+4f9HfMDWRl5WVqWvXrlq4cKGZYfhNvfpOte1yTju3xLnaDMOmXVvilN6DoTBfKzwSoaIT9XX19aWutgbxTnXofk77chqYGFno4DfuX/S3ey6sWvdkC0SmLnYbOHCgBg4caGYIfhWf4FB4PenMyZrdfvpUPaW2qTApKusoOnG+3xs2rTnk2LBples9eIbfuH/R3+45n4w9WezmxWC8KKj+9aqoqFBFxU8/zpKSEhOjAQDAfEG12C0rK0t2u921paammh2SW0qKwuWolho2ra7R3qhJtU6fDKq/qYJSQuL5fj9zsn6N9jMn67veg2f4jfsX/e0eVq0HgClTpqi4uNi1FRQUmB2SW6qrwnTgXzHqft1ZV5vNZqjbdaXamxNjYmTWkNyyUgmJVdq1NdbVVnY2TF/vilHHHmUmRhY6+I37F/3tHsMLWyAKqj/ZIiMjFRkZaXYYHnnnpSaaMK9A+3fHKG9XjH4/8qSiYpz6aEWC2aGFhB/KwnT08E+/kcKCCB3aE624htVKbFGlIQ+e1Bvzk9Q8rULJLSu17JlmapxUpWtvvXiVO+qG37h/0d8IqkQeCja910j2xg7d/3ihGjWtVv5X0XpiaJrOnKr/6zvjV+3fHaOJd7VxvX5xRnNJ0i13F2nCvCO6O/OEys+Faf7EVJWWhKtTzzLNWp6viKhA/Vs7+PAb9y/6u/ZC9c5upiby0tJSHTx40PX68OHDys3NVUJCglq2bGliZL713pImem9JE7PDCEldry3VuqO5l33fZpMyJhYqY2Kh/4KyIH7j/kV/15Kn4+MB+ve+qXPkO3bsUPfu3dW9e3dJ0vjx49W9e3dNmzbNzLAAAKHI04VudajIv//+e913331q3LixoqOj1blzZ+3YscOrX8vUivymm26SEagX5gEA4IHTp0+rT58+6tu3rz788EM1bdpUBw4cUKNGjbx6HubIAQCW4O/nkf/5z39WamqqlixZ4mpLS0urewCXEVSXnwEAUFfeuo68pKSkxvbzG5X93HvvvadrrrlG//Ef/6HExER1795dL7/8ste/F4kcAAA3pKam1rg5WVZW1iU/l5+fr0WLFqlt27Zat26dHn74YT366KNatmyZV+NhaB0AYA11XLBWY39JBQUFio+PdzVf7v4mTqdT11xzjWbPni1J6t69u/bs2aPFixcrIyOj7nH8AhU5AMASvPX0s/j4+Brb5RJ5s2bNlJ6eXqOtY8eOOnLkiFe/F4kcAAAf6NOnj/Ly8mq07d+/X61atfLqeUjkAABr8PPN1seNG6ft27dr9uzZOnjwoLKzs/XSSy8pMzPTO9/nR7WaI3/vvfdqfcA77rijzsEAAOAr/r5Fa8+ePbVq1SpNmTJFM2fOVFpamubNm6ehQ4fWOYZLqVUiHzJkSK0OZrPZ5HA4PIkHAICQ8bvf/U6/+93vfHqOWiVyp9Pp0yAAAPCLELyZqEeXn5WXlysqKspbsQAA4DOh+vQztxe7ORwOPfXUU2revLliY2OVn58vSZo6dapeffVVrwcIAIBX+Hmxm7+4nchnzZqlpUuX6plnnlFERISr/aqrrtIrr7zi1eAAAMC/53Yif/311/XSSy9p6NChCg8Pd7V37dpVX3/9tVeDAwDAe2xe2AKP23Pk33//vdq0aXNRu9PpVFVVlVeCAgDA6zwdHg+VofX09HRt2bLlova33npL3bt390pQAACgdtyuyKdNm6aMjAx9//33cjqdeuedd5SXl6fXX39da9as8UWMAAB4jor8vMGDB+v999/XP/7xDzVo0EDTpk3Tvn379P777+uWW27xRYwAAHjuwtPPPNkCUJ2uI7/++uu1fv16b8cCAADcVOcbwuzYsUP79u2TdH7evEePHl4LCgAAb/v5o0jrun8gcjuRf/fdd7r33nv16aefqmHDhpKkM2fO6Nprr9WKFSvUokULb8cIAIDnmCM/78EHH1RVVZX27dunoqIiFRUVad++fXI6nXrwwQd9ESMAALgMtyvyTZs2adu2bWrfvr2rrX379nr++ed1/fXXezU4AAC8xtMFa6Gy2C01NfWSN35xOBxKSUnxSlAAAHibzTi/ebJ/IHJ7aP3ZZ5/V6NGjtWPHDlfbjh07NGbMGP3P//yPV4MDAMBrQvShKbWqyBs1aiSb7achhbKyMvXq1Uv16p3fvbq6WvXq1dMDDzygIUOG+CRQAABwsVol8nnz5vk4DAAAfMzKc+QZGRm+jgMAAN8K0cvP6nxDGEkqLy9XZWVljbb4+HiPAgIAALXn9mK3srIyjRo1SomJiWrQoIEaNWpUYwMAICCF6GI3txP5xIkT9fHHH2vRokWKjIzUK6+8oieffFIpKSl6/fXXfREjAACeC9FE7vbQ+vvvv6/XX39dN910k4YPH67rr79ebdq0UatWrbR8+XINHTrUF3ECAIBLcLsiLyoqUuvWrSWdnw8vKiqSJF133XXavHmzd6MDAMBbQvQxpm4n8tatW+vw4cOSpA4dOujNN9+UdL5Sv/AQFQAAAs2FO7t5sgUitxP58OHDtXv3bknS5MmTtXDhQkVFRWncuHF6/PHHvR4gAAC4PLfnyMeNG+f63/369dPXX3+tnJwctWnTRl26dPFqcAAAeA3XkV9aq1at1KpVK2/EAgAA3FSrRL5gwYJaH/DRRx+tczAAAPiKTR4+/cxrkXhXrRL5c889V6uD2Ww2EjkAAH5Uq0R+YZU6MCClm9khWM66o7lmh2Ap/MZDmJUfmgIAQNAL0cVubl9+BgAAAgcVOQDAGkK0IieRAwAswdO7s4XMnd0AAEDgqFMi37Jli+677z717t1b33//vSTpb3/7m7Zu3erV4AAA8JoQfYyp24n87bff1oABAxQdHa1du3apoqJCklRcXKzZs2d7PUAAALyCRH7e008/rcWLF+vll19W/fr1Xe19+vTRzp07vRocAAD499xe7JaXl6cbbrjhona73a4zZ854IyYAALyOxW4/Sk5O1sGDBy9q37p1q1q3bu2VoAAA8LoLd3bzZAtAbifykSNHasyYMfr8889ls9l09OhRLV++XBMmTNDDDz/sixgBAPBciM6Ruz20PnnyZDmdTv32t7/VuXPndMMNNygyMlITJkzQ6NGjfREjAAC4DLcTuc1m0xNPPKHHH39cBw8eVGlpqdLT0xUbG+uL+AAA8IpQnSOv853dIiIilJ6e7s1YAADwHW7Rel7fvn1ls11+wv/jjz/2KCAAAFB7bifybt261XhdVVWl3Nxc7dmzRxkZGd6KCwAA7/JwaD1kKvLnnnvuku0zZsxQaWmpxwEBAOATITq07rWHptx333167bXXvHU4AABQC157jOlnn32mqKgobx0OAADvCtGK3O1Efuedd9Z4bRiGjh07ph07dmjq1KleCwwAAG/i8rMf2e32Gq/DwsLUvn17zZw5U/379/daYAAA4Ne5lcgdDoeGDx+uzp07q1GjRr6KCQAA1JJbi93Cw8PVv39/nnIGAAg+IXqvdbdXrV911VXKz8/3RSwAAPjMhTlyT7ZA5HYif/rppzVhwgStWbNGx44dU0lJSY0NAAD4T63nyGfOnKnHHntMt912myTpjjvuqHGrVsMwZLPZ5HA4vB8lAADeEKBVtSdqnciffPJJ/elPf9Inn3ziy3gAAPANq19Hbhjnv8GNN97os2AAAIB73Lr87N899QwAgEDGDWEktWvX7leTeVFRkUcBAQDgE1YfWpfOz5P/8s5uAADAPG4l8nvuuUeJiYm+igUAAJ8J1aH1Wl9Hzvw4ACComXhntzlz5shms2ns2LF1P8hl1DqRX1i1DgAAau+f//ynXnzxRXXp0sUnx691Inc6nQyrAwCClwkVeWlpqYYOHaqXX37ZZw8bc/sWrQAABCNv3Wv9l7cmr6iouOw5MzMzdfvtt6tfv34++14kcgCANXipIk9NTZXdbndtWVlZlzzdihUrtHPnzsu+7y1urVoHAMDqCgoKFB8f73odGRl5yc+MGTNG69evV1RUlE/jIZEDAKzBSzeEiY+Pr5HILyUnJ0cnTpzQ1Vdf7WpzOBzavHmzXnjhBVVUVCg8PNyDYH5CIgcAWII/ryP/7W9/qy+//LJG2/Dhw9WhQwdNmjTJa0lcIpGbYtCwU7rr4RNKaFqt/L3R+uv/ba683BizwwpZ9LfvfLm9gf7fXxN14MsYFR2vr+mvHta1A4td7xuG9PqzyVqb3VilJeFKv6ZMj84pUPPWlSZGHXr4jQeeuLg4XXXVVTXaGjRooMaNG1/U7ilTF7tlZWWpZ8+eiouLU2JiooYMGaK8vDwzQ/K5G+84rYemH9XyucnKHNBO+XujNCs7X/bGVWaHFpLob98qPxem1p1+0KjZ313y/TcXJurd15pq9JwCzV+zX1ExTv33H69UZTk3mPIWfuNuMPGGML5kaiLftGmTMjMztX37dq1fv15VVVXq37+/ysrKzAzLp+586JTWZifoo5UJOnIgSgsmtVDFDzYNuJeHzfgC/e1bPW8+q2GTCtXnZ1X4BYYhrX6lqe4dU6hrby1R6/RyTVzwrf73eH1tW8szG7yF33jteevys7rauHGj5s2b55Xv8nOmJvK1a9dq2LBh6tSpk7p27aqlS5fqyJEjysnJMTMsn6lX36m2Xc5p55Y4V5th2LRrS5zSe5wzMbLQRH+bq/BIhIpO1NfV15e62hrEO9Wh+znty2lgYmShg984pACbIy8uPv9XfUJCwiXfr6ioqHHhfUlJiV/i8pb4BIfC60lnTtbs9tOn6im1zeVvKIC6ob/NVXTifL83bFpziLdh0yrXe/AMv3E3hehjTAPmhjBOp1Njx45Vnz59LrsQICsrq8ZF+KmpqX6OEgAQtJgj963MzEzt2bNHK1asuOxnpkyZouLiYtdWUFDgxwg9V1IULke11LBpdY32Rk2qdfokFYq30d/mSkg83+9nTtav0X7mZH3Xe/AMv3FIAZLIR40apTVr1uiTTz5RixYtLvu5yMhI14X4tbkgP9BUV4XpwL9i1P26s642m81Qt+tKtTeHS0W8jf42V3LLSiUkVmnX1lhXW9nZMH29K0Yde4TuglZ/4jfuHpsXtkBk6p9shmFo9OjRWrVqlTZu3Ki0tDQzw/GLd15qognzCrR/d4zydsXo9yNPKirGqY9WXHpdADxDf/vWD2VhOnr4p9tTFhZE6NCeaMU1rFZiiyoNefCk3pifpOZpFUpuWallzzRT46QqXXvrxavcUTf8xt0QonPkpibyzMxMZWdn691331VcXJwKCwslSXa7XdHR0WaG5jOb3mske2OH7n+8UI2aViv/q2g9MTRNZ07V//Wd4Tb627f2747RxLvauF6/OKO5JOmWu4s0Yd4R3Z15QuXnwjR/YqpKS8LVqWeZZi3PV0RUgP6LGIT4jdeeP+/s5k82wzBMC81mu/RAxZIlSzRs2LBf3b+kpER2u103abDq2fjRIjStO5prdgiWMiClm9khWEq1UaWNelfFxcU+my69kCs6/Wm2wiPr/gATR0W5vlr83z6NtS5MH1oHAMAvGFoHACDIBWgy9kRArFoHAAB1Q0UOALCEUF3sRiIHAFhDiM6RM7QOAEAQoyIHAFgCQ+sAAAQzhtYBAECgoSIHAFgCQ+sAAASzEB1aJ5EDAKwhRBM5c+QAAAQxKnIAgCUwRw4AQDBjaB0AAAQaKnIAgCXYDEM2o+5ltSf7+hKJHABgDQytAwCAQENFDgCwBFatAwAQzBhaBwAAgYaKHABgCQytAwAQzEJ0aJ1EDgCwhFCtyJkjBwAgiFGRAwCsgaF1AACCW6AOj3uCoXUAAIIYFTkAwBoM4/zmyf4BiEQOALAEVq0DAICAQ0UOALAGVq0DABC8bM7zmyf7ByKG1gEACGJU5AAAa2BoHQCA4BWqq9ZJ5AAAawjR68iZIwcAIIhRkQMALIGhdQCmGJDSzewQLGXd0VyzQ7CUkrNONWrnp5OF6GI3htYBAAhiVOQAAEtgaB0AgGDGqnUAABBoqMgBAJbA0DoAAMGMVesAACDQUJEDACyBoXUAAIKZ0zi/ebJ/ACKRAwCsgTlyAAAQaKjIAQCWYJOHc+Rei8S7SOQAAGvgzm4AACDQkMgBAJZw4fIzTzZ3ZGVlqWfPnoqLi1NiYqKGDBmivLw8r38vEjkAwBoML2xu2LRpkzIzM7V9+3atX79eVVVV6t+/v8rKyrzzfX7EHDkAAD6wdu3aGq+XLl2qxMRE5eTk6IYbbvDaeUjkAABLsBmGbB4sWLuwb0lJSY32yMhIRUZG/ur+xcXFkqSEhIQ6x3ApDK0DAKzB6YVNUmpqqux2u2vLysr69VM7nRo7dqz69Omjq666yqtfi4ocAAA3FBQUKD4+3vW6NtV4Zmam9uzZo61bt3o9HhI5AMASvDW0Hh8fXyOR/5pRo0ZpzZo12rx5s1q0aFHn818OiRwAYA1+vte6YRgaPXq0Vq1apY0bNyotLc2Dk18eiRwAYA1+vrNbZmamsrOz9e677youLk6FhYWSJLvdrujo6LrH8QssdgMAwAcWLVqk4uJi3XTTTWrWrJlrW7lypVfPQ0UOALCEutyd7Zf7u8Pw073ZSeQAAGvgoSkAACDQUJEDACzB5jy/ebJ/ICKRAwCsgaF1AAAQaKjIAQDW4OcbwvgLiRwAYAneukVroGFoHQCAIEZFDgCwhhBd7EYiBwBYgyHXM8XrvH8AIpEDACyBOXIAABBwqMgBANZgyMM5cq9F4lUkcgCANYToYjeG1gEACGIkchMMGnZKyz7fq/fz/6X5aw6ofbdzZocU0uhv/6PPfePL7Q007f403du9kwakdNO2D+013jcMadkzybq3WycNat1Fk+6+Ut/nR5gUbQByemELQKYm8kWLFqlLly6Kj49XfHy8evfurQ8//NDMkHzuxjtO66HpR7V8brIyB7RT/t4ozcrOl71xldmhhST62//oc98pPxem1p1+0KjZ313y/TcXJurd15pq9JwCzV+zX1ExTv33H69UZbnNz5EGpgur1j3ZApGpibxFixaaM2eOcnJytGPHDt18880aPHiwvvrqKzPD8qk7HzqltdkJ+mhlgo4ciNKCSS1U8YNNA+4tMju0kER/+x997js9bz6rYZMK1Wdg8UXvGYa0+pWmundMoa69tUSt08s1ccG3+t/j9bVtrf0SR0OoMDWRDxo0SLfddpvatm2rdu3aadasWYqNjdX27dvNDMtn6tV3qm2Xc9q5Jc7VZhg27doSp/QeDD16G/3tf/S5eQqPRKjoRH1dfX2pq61BvFMdup/TvpwGJkYWQC4sdvNkC0ABM0fucDi0YsUKlZWVqXfv3maH4xPxCQ6F15POnKx5scDpU/XUqGm1SVGFLvrb/+hz8xSdON/nDZvWnMJo2LTK9Z7lhWgiN/3/3S+//FK9e/dWeXm5YmNjtWrVKqWnp1/ysxUVFaqoqHC9Likp8VeYAAAEJNMr8vbt2ys3N1eff/65Hn74YWVkZGjv3r2X/GxWVpbsdrtrS01N9XO0nikpCpejWmr4i8qkUZNqnT5p+t9UIYf+9j/63DwJief7/MzJ+jXaz5ys73rP8kK0Ijc9kUdERKhNmzbq0aOHsrKy1LVrV82fP/+Sn50yZYqKi4tdW0FBgZ+j9Ux1VZgO/CtG3a8762qz2Qx1u65Ue3NiTIwsNNHf/kefmye5ZaUSEqu0a2usq63sbJi+3hWjjj3KTIwsgITo5WcB9yey0+msMXz+c5GRkYqMjPRzRN71zktNNGFegfbvjlHerhj9fuRJRcU49dGKBLNDC0n0t//R577zQ1mYjh7+6d/AwoIIHdoTrbiG1UpsUaUhD57UG/OT1DytQsktK7XsmWZqnFSla2+9eJW7FYXqQ1NMTeRTpkzRwIED1bJlS509e1bZ2dnauHGj1q1bZ2ZYPrXpvUayN3bo/scL1ahptfK/itYTQ9N05lT9X98ZbqO//Y8+9539u2M08a42rtcvzmguSbrl7iJNmHdEd2eeUPm5MM2fmKrSknB16lmmWcvzFREVmAkI3mEzDPP+xBgxYoQ2bNigY8eOyW63q0uXLpo0aZJuueWWWu1fUlIiu92umzRY9Wz8IwHAc+uO5podgqWUnHWqUbt8FRcXKz4+3jfn+DFX9Gs7TvXC6z6qW+2o0D8OPOfTWOvC1Ir81VdfNfP0AAArcRqSzYPa1RmYIxumL3YDAAB1F3CL3QAA8IkQfYwpiRwAYBGeXgsemImcoXUAAIIYFTkAwBoYWgcAIIg5DXk0PM6qdQAA4G1U5AAAazCc5zdP9g9AJHIAgDUwRw4AQBBjjhwAAAQaKnIAgDUwtA4AQBAz5GEi91okXsXQOgAAQYyKHABgDQytAwAQxJxOSR5cC+4MzOvIGVoHACCIUZEDAKyBoXUAAIJYiCZyhtYBAAhiVOQAAGsI0Vu0ksgBAJZgGE4ZHjzBzJN9fYlEDgCwBsPwrKpmjhwAAHgbFTkAwBoMD+fIA7QiJ5EDAKzB6ZRsHsxzB+gcOUPrAAAEMSpyAIA1MLQOAEDwMpxOGR4MrQfq5WcMrQMAEMSoyAEA1sDQOgAAQcxpSLbQS+QMrQMAEMSoyAEA1mAYkjy5jjwwK3ISOQDAEgynIcODoXWDRA4AgIkMpzyryLn8DAAAy1m4cKGuuOIKRUVFqVevXvriiy+8enwSOQDAEgyn4fHmrpUrV2r8+PGaPn26du7cqa5du2rAgAE6ceKE174XiRwAYA2G0/PNTXPnztXIkSM1fPhwpaena/HixYqJidFrr73mta8V1HPkFxYeVKvKo2v8AeCCkrOBOQ8aqkpKz/e3PxaSeZorqlUlSSopKanRHhkZqcjIyIs+X1lZqZycHE2ZMsXVFhYWpn79+umzzz6reyC/ENSJ/OzZs5KkrfrA5EgAhIpG7cyOwJrOnj0ru93uk2NHREQoOTlZWws9zxWxsbFKTU2t0TZ9+nTNmDHjos+eOnVKDodDSUlJNdqTkpL09ddfexzLBUGdyFNSUlRQUKC4uDjZbDazw6m1kpISpaamqqCgQPHx8WaHYwn0uX/R3/4XrH1uGIbOnj2rlJQUn50jKipKhw8fVmVlpcfHMgzjonxzqWrcn4I6kYeFhalFixZmh1Fn8fHxQfUfXCigz/2L/va/YOxzX1XiPxcVFaWoqCifn+fnmjRpovDwcB0/frxG+/Hjx5WcnOy187DYDQAAH4iIiFCPHj20YcMGV5vT6dSGDRvUu3dvr50nqCtyAAAC2fjx45WRkaFrrrlGv/nNbzRv3jyVlZVp+PDhXjsHidwEkZGRmj59uunzKlZCn/sX/e1/9Hlg+sMf/qCTJ09q2rRpKiwsVLdu3bR27dqLFsB5wmYE6s1jAQDAr2KOHACAIEYiBwAgiJHIAQAIYiRyAACCGIncBL5+pB1+snnzZg0aNEgpKSmy2WxavXq12SGFtKysLPXs2VNxcXFKTEzUkCFDlJeXZ3ZYIWvRokXq0qWL6yYwvXv31ocffmh2WPAzErmf+eORdvhJWVmZunbtqoULF5odiiVs2rRJmZmZ2r59u9avX6+qqir1799fZWVlZocWklq0aKE5c+YoJydHO3bs0M0336zBgwfrq6++Mjs0+BGXn/lZr1691LNnT73wwguSzt/lJzU1VaNHj9bkyZNNji602Ww2rVq1SkOGDDE7FMs4efKkEhMTtWnTJt1www1mh2MJCQkJevbZZzVixAizQ4GfUJH70YVH2vXr18/V5otH2gGBori4WNL55ALfcjgcWrFihcrKyrx6+08EPu7s5kf+eqQdEAicTqfGjh2rPn366KqrrjI7nJD15Zdfqnfv3iovL1dsbKxWrVql9PR0s8OCH5HIAfhEZmam9uzZo61bt5odSkhr3769cnNzVVxcrLfeeksZGRnatGkTydxCSOR+5K9H2gFmGzVqlNasWaPNmzcH9aOGg0FERITatGkjSerRo4f++c9/av78+XrxxRdNjgz+why5H/nrkXaAWQzD0KhRo7Rq1Sp9/PHHSktLMzsky3E6naqoqDA7DPgRFbmf+eORdvhJaWmpDh486Hp9+PBh5ebmKiEhQS1btjQxstCUmZmp7Oxsvfvuu4qLi1NhYaEkyW63Kzo62uToQs+UKVM0cOBAtWzZUmfPnlV2drY2btyodevWmR0a/IjLz0zwwgsv6Nlnn3U90m7BggXq1auX2WGFpI0bN6pv374XtWdkZGjp0qX+DyjE2Wy2S7YvWbJEw4YN828wFjBixAht2LBBx44dk91uV5cuXTRp0iTdcsstZocGPyKRAwAQxJgjBwAgiJHIAQAIYiRyAACCGIkcAIAgRiIHACCIkcgBAAhiJHIAAIIYiRzw0LBhw2o84/ymm27S2LFj/R7Hxo0bZbPZdObMmct+xmazafXq1bU+5owZM9StWzeP4vrmm29ks9mUm5vr0XEAXBqJHCFp2LBhstlsstlsrodKzJw5U9XV1T4/9zvvvKOnnnqqVp+tTfIFgH+He60jZN16661asmSJKioq9MEHHygzM1P169fXlClTLvpsZWWlIiIivHLehIQErxwHAGqDihwhKzIyUsnJyWrVqpUefvhh9evXT++9956kn4bDZ82apZSUFLVv316SVFBQoLvvvlsNGzZUQkKCBg8erG+++cZ1TIfDofHjx6thw4Zq3LixJk6cqF/e5fiXQ+sVFRWaNGmSUlNTFRkZqTZt2ujVV1/VN99847oPfKNGjWSz2Vz3I3c6ncrKylJaWpqio6PVtWtXvfXWWzXO88EHH6hdu3aKjo5W3759a8RZW5MmTVK7du0UExOj1q1ba+rUqaqqqrrocy+++KJSU1MVExOju+++W8XFxTXef+WVV9SxY0dFRUWpQ4cO+utf/+p2LADqhkQOy4iOjlZlZaXr9YYNG5SXl6f169drzZo1qqqq0oABAxQXF6ctW7bo008/VWxsrG699VbXfn/5y1+0dOlSvfbaa9q6dauKioq0atWqf3ve+++/X2+88YYWLFigffv26cUXX1RsbKxSU1P19ttvS5Ly8vJ07NgxzZ8/X5KUlZWl119/XYsXL9ZXX32lcePG6b777tOmTZsknf+D484779SgQYOUm5urBx98UJMnT3a7T+Li4rR06VLt3btX8+fP18svv6znnnuuxmcOHjyoN998U++//77Wrl2rXbt26ZFHHnG9v3z5ck2bNk2zZs3Svn37NHv2bE2dOlXLli1zOx4AdWAAISgjI8MYPHiwYRiG4XQ6jfXr1xuRkZHGhAkTXO8nJSUZFRUVrn3+9re/Ge3btzecTqerraKiwoiOjjbWrVtnGIZhNGvWzHjmmWdc71dVVRktWrRwncswDOPGG280xowZYxiGYeTl5RmSjPXr118yzk8++cSQZJw+fdrVVl5ebsTExBjbtm2r8dkRI0YY9957r2EYhjFlyhQjPT29xvuTJk266Fi/JMlYtWrVZd9/9tlnjR49erheT58+3QgPDze+++47V9uHH35ohIWFGceOHTMMwzCuvPJKIzs7u8ZxnnrqKaN3796GYRjG4cOHDUnGrl27LnteAHXHHDlC1po1axQbG6uqqio5nU798Y9/1IwZM1zvd+7cuca8+O7du3Xw4EHFxcXVOE55ebkOHTqk4uJiHTt2rMYjZ+vVq6drrrnmouH1C3JzcxUeHq4bb7yx1nEfPHhQ586du+hRlJWVlerevbskad++fRc9+rZ37961PscFK1eu1IIFC3To0CGVlpaqurpa8fHxNT7TsmVLNW/evMZ5nE6n8vLyFBcXp0OHDmnEiBEaOXKk6zPV1dWy2+1uxwPAfSRyhKy+fftq0aJFioiIUEpKiurVq/lzb9CgQY3XpaWl6tGjh5YvX37RsZo2bVqnGKKjo93ep7S0VJL097//vUYClc7P+3vLZ599pqFDh+rJJ5/UgAEDZLfbtWLFCv3lL39xO9aXX375oj8swsPDvRYrgMsjkSNkNWjQQG3atKn156+++mqtXLlSiYmJF1WlFzRr1kyff/65brjhBknnK8+cnBxdffXVl/x8586d5XQ6tWnTJvXr1++i9y+MCDgcDldbenq6IiMjdeTIkctW8h07dnQt3Ltg+/btv/4lf2bbtm1q1aqVnnjiCVfbt99+e9Hnjhw5oqNHjyolJcV1nrCwMLVv315JSUlKSUlRfn6+hg4d6tb5AXgHi92AHw0dOlRNmjTR4MGDtWXLFh0+fFgbN27Uo48+qu+++06SNGbMGM2ZM0erV6/W119/rUceeeTfXgN+xRVXKCMjQw888IBWr17tOuabb74pSWrVqpVsNpvWrFmjkydPqrS0VHFxcZowYYLGjRunZcuW6dChQ9q5c6eef/551wKyP/3pTzpw4IAef/xx5eXlKTs7W0uXLnXr+7Zt21ZHjhzRihUrdOjQIS1YsOCSC/eioqKUkZGh3bt3a8uWLXr00Ud19913Kzk5WZL05JNPKisrSwsWLND+/fv15ZdfasmSJZo7d65b8QCoGxI58KOYmBht3rxZLVu21J133qmOHTtqxIgRKi8vd1Xojz32mP7zP/9TGRkZ6t27t+Li4vT73//+3x530aJFuuuuu/TII4+oQ4cOGjlypMrKyiRJzZs315NPPqnJkycrKSlJo0aNkiQ99dRTmjp1qrKystSxY0fdeuut+vvf/660tDRJ5+et3377ba1evVpdu3bV4sWLNXv2bLe+7x133KFx48Zp1KhR6tatm7Zt26apU6de9Lk2bdrozjvv1G233ab+/furS5cuNS4ve/DBB/XKK69oyZIl6ty5s2688UYtXbrUFSsA37IZl1ulAwAAAh4VOQAAQYxEDgBAECORAwAQxEjkAAAEMRI5AABBjEQOAEAQI5EDABDESOQAAAQxEjkAAEGMRA4AQBAjkQMAEMRI5AAABLH/D59RXD4hAuMpAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cm=confusion_matrix(y_test,pred)\n",
    "disp=ConfusionMatrixDisplay(cm)\n",
    "disp.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ad9b1bf",
   "metadata": {},
   "source": [
    "# saving models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "449f1f25",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "b04a8673",
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle.dump(LDA_classifier,open('LDA_classifier_11points.pkl','wb'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21c34697",
   "metadata": {},
   "source": [
    "# Loading and Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "ef8ed0ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "path='sub_2_test_segment.txt' \n",
    "to_test = np.loadtxt(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "9b3a5fa0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5000,)"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "to_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "4547ab0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocessing_11points(sig):\n",
    "    \n",
    "    ecg_corrected = ecg_isoline_drift_correction(sig, sampling_rate=1000)\n",
    "    filtered_signal=butter_bandbass_filter(ecg_corrected,low_cutoff=2,high_cutoff=40,sampling_rate=1000,order=4)\n",
    "    segments = get_fiducial_features(filtered_signal)\n",
    "    return segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "143d1d72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test=preprocessing_11points(to_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "cfb3490a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1385, 1429, 1476,  808,  830,  857,  881,  900,  937,  970, 1016],\n",
       "       [2151, 2196, 2245, 1564, 1585, 1612, 1636, 1656, 1692, 1726, 1777],\n",
       "       [2911, 2956, 3006, 2333, 2354, 2381, 2405, 2425, 2460, 2493, 2537],\n",
       "       [3673, 3718, 3806, 3092, 3112, 3139, 3164, 3182, 3221, 3254, 3299],\n",
       "       [4467, 4512, 4599, 3852, 3875, 3902, 3926, 3944, 3982, 4016, 4062]],\n",
       "      dtype=int64)"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "e60ec935",
   "metadata": {},
   "outputs": [],
   "source": [
    "loaded_scalar=pickle.load(open('scalar.pkl','rb'))\n",
    "\n",
    "test=loaded_scalar.transform(test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "4baccb82",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 11)"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test=np.expand_dims(test[2],axis=0)\n",
    "test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "94773a40",
   "metadata": {},
   "outputs": [],
   "source": [
    "loaded_model=pickle.load(open('LDA_classifier_11points.pkl','rb'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "5d755a08",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loaded_model.n_features_in_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "dce07312",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1], dtype=int64)"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred=loaded_model.predict(test)\n",
    "pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "f745d56e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'subject_2'"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred=pred[0]\n",
    "get_sub(pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b005c3d6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a90a353",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "nlp",
   "language": "python",
   "name": "nlp"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
